{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3c52d86a-520d-445d-974d-839761f62ed3",
   "metadata": {},
   "source": [
    "Chapter 6\n",
    "# 季节调整\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "af2f3212-abc1-47c1-ae52-8017e67ef71c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import statsmodels.api as sm\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas_datareader \n",
    "import scipy.stats as stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8011a743-bcdd-469b-bb78-77c25e542c3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DATE\n",
       "2000-08-01   NaN\n",
       "2000-09-01   NaN\n",
       "2000-10-01   NaN\n",
       "2000-11-01   NaN\n",
       "2000-12-01   NaN\n",
       "              ..\n",
       "2021-04-01   NaN\n",
       "2021-05-01   NaN\n",
       "2021-06-01   NaN\n",
       "2021-07-01   NaN\n",
       "2021-08-01   NaN\n",
       "Name: trend, Length: 253, dtype: float64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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lLjk52XG9pKSkmRXPGa1Wi1ar7fDyCYLgG9+lFziUOgBFsS2RZBToeHNNNgFqFaGNM+8B8WFM7BfNV9uOUme00D8ulHMnpjS7501zBvPp5jwOl9Xxj692c/1JA3n4+71sOFzuSJNf1cD9X+/mzTWHeenSSY7O3p06g5lnlx10/P319nz2F9bw9lVTSI4Kaa/HIAhCO+EenNid6FANqTEhHK1sYG+BjhmD4zqzeC1yXC/FDhw4kKSkJJYtW+a4ZjQaWbVqFTNnzuzCkgmC4CvltQYe/sEWouju04eR9fhZbP7nqfzvkglcPCWNtNgQLFaFGoOZGoOZ3fnVvL/hCHVGC9MHxfL1zTMJ1TSf40YEB/H3+SMA+Gr7UeY/v4YNh8sJ1QTwjzNH8PNfZ/N/C0cRF6bhcGkd5726ji+3HXUss64+WMqlb2zk9VVZvLQik7JaA/3jQnn/mhOID9ewt1DHuS+vY48H5+vVB0s556W1zH9+Nee8tJY3Vmc5BhpBEDoe+1KsNx87aFqOzehmy7G93mJXW1tLZmam4+/s7GzS09OJjY2lX79+3HnnnTz++OMMHTqUoUOH8vjjjxMaGsqiRYu6sNSCIHhDpzcRpgkkQG1bOn3kx71U1psYkRTBTXMGE6BWkRAZzJ8m9OVPE/oCUKzT02C0YLYq7M6vYnN2BQPiwrjmxIEtLqFeNDWNtNhQnly6n515VQzuE8Zrf5nM0MQIwLYcc97Evtz5WTqrDpZy7xc7+XJbHuNSo3lzzWEUBRcL331njOCkYX345pZZXLNkC4dKarn0zY38cNuJDIgPA6Cq3sjdn6dTVmt0/G7X0WreWpPNAwtGOuokCELH4X7qhCdGp0Txa0Zxt9tA0esVu61bt3LyySc7/rb7xl155ZUsWbKE++67j4aGBm655RYqKyuZNm0av/32GxEREV1VZEEQ3DBbrLy++jA/7y4ko0DHCQNieffqqfy2t4hv0wtQq+Cp88ehCfSspCVGBjv+PyQhnD9PTPU57xmD4/j2lplkFOgYkhDebAYfE6bhnaum8vKKTF5ansnGwxVsPFwBwJljktiZV0VBtZ5J/aI5a6zN/SMtNpQvb57JVe9uZkduFTd/tJ1vbplJcFAAj/60j7JaI0MSwvnXwlHkVdbzyoos8qsauOPTdHbkVvHPs0Z6rasgCMdOaz52AGP6dk+LnUqR7VnHjE6nIyoqiurqaiIjPfvYCILQNixWhbs+S+f7na7H90zqF83+ohrqjRbuPG0od542rItK2ER+VQPPLTvI+swy7jx9GBdNSUNvsrD2UBlTBsQQHapxSV9UrWfhi2soqzVy+qhERiZH8sIfh1Cp4MubZjK5fwwARrOVF5cf4sXlttWHKf1jeOWySSQ4Kax2Ptx4hKeW7mdEUgQzB8ezaFo/F8VWEITWeX9DDv/6LoMFY5N5+bJJHtMU6/RMe/wP1CrIeHh+h26G8kfPkCmfIAjdFqtV4e9f7eL7nQUEqlX8+0+jee+aEwjXBrI9t4p6o4WZg+O4/ZShXV1UAPpGh/CfC8ez/v5TuWiKbad8cFAAp41KbKbUASRFBfPCJRNRq2DZ3mJe+OMQAFdM7+9Q6gA0gWrumTect66YQoQ2kK1HKlnw4lq25FS43G9LTgUPfZ9Bjd7MlpxK/vfHIRa8sJbtuZVey3y0sp6/f7mLS97YQG55vc91LanRk1kiJ/QIvRNffOwSIrTEh2uwKrC/qPssx4piJwhCt+WHXQV8ue0oAWoVL146kStmDGDOsD68e/VUwjQBJEcF8/wlExz+dj2RmUPiefOKKZwzPoWzx6dw1cwB3Ne4acOd00Yl8v3tJzI8MYLSGgOXvrGRJeuyURSFkho9t360HYtVYcHYZJ44byzDEyMoqzVwyRsb+S2jeWzOl1dkcsp/VvHZ1jw2Hq5g0VsbKahqaLXMJouVC17dwOnPrebbHfnH/AwEobvRtBTrXU1SqVSMbgxUvDm7wmu6zqbX+9gJgtBzsQcHvuGkQZw5tikk0dQBsWz456kEqFTN4tP1RE4dmcipI72HWHJmYHwY39w6k79/tZsfdhaw+Ie9fLI5j+zyOoxmK0MSwnn6gnGEaQM5Z3wKd36WzrK9xfzzm93MHBJPeOPz+nZHPs/8egCAGYPiKKxuIKe8nkVvbuSLm2bSJ8J7SKffMorJrbBZ9+75YifaQLVL+whCT8eXzRMAZ4xOYtXBUt5dl8NVswagDez62JRisRMEoVtisSqsPWQ7YPu0kQnNvo8MDuoVSl1bCNUE8sIlE/i/haMIUKs4UFyD0WxlUOOuXftzCdMG8splkxgYH0ZZrZHXV2UBcLC4hvu/3g3AbScP4ePrp/Hx9dPpGx1CTnk9D367u8X8l6zPBiA5KhiLVeH2T3Z0K4uFIBwr+lZOnrBz/uS+JEZqKdLp+Wpb97Bei2InCEK3ZHd+NdUNJiKCAxmfGt3Vxel2qFQqrj1xID/efiLPXDCOP+6Zwx93z2FIQrhLuqAANX+fPxyAN9cc5uvtR7lmyRYaTBZmD43nrtOHoVKpSIkO4a0rpxCoVvFrRjG/7C70mO+e/Gq25FQSqFbx9S0zWTAuGXPjBpcavalZekVRWJ9VRkZBNVY/j2EThK7CcVZsKxsitIEB3HDSYABeXZWJ2WLt8LK1hih2giB0S1YfLAVg1uB4Als5rut4ZmRyJBdOSWNwn3CvRyGeMTqJKf1j0Jus3P35To5WNtA3OoT/XTLRxT9xZHIkN82xDVL/+j6Dijpjs3u9tz4HgDPHJpMcFcJT548jLTaE/KoGHv5hb7P0b63JZtGbm1jwwlqmPvY7Ly0/JGflCt2eBpNNQWvNYgdw6QlpxIVpyKtoaLZ7vyuQ3lIQhG7JmkM2xe6kYX26uCQ9H5VKxT8XjCRQrUITqObGkwbx019PJDas+U7d204ZwqA+YZTWGJj2+O9c9NoG/vf7IdZllvHAN7v5unGzxFUzBwAQrg3kuYsmoFbBl9uOugxsmw6X8+RS2/m42kA15XVG/vPbQf7728Fm+QpCd6LBx6VYsLlGXD1rAACfbsnryGL5xPHpoCIIQrdGpzexPbcKgNlD47u2ML2ESf1iWHb3HMK1gS1ujAgOCuB/F0/kr5/uILusjs05FWx2C6ty4eRUJvWLdvw9ZUAst548hBeXZ/KPr3YxMimCwAA1t32yA4tV4dwJKTx9wXje35DDoz/t46UVmQQFqPnrqUO8WhkFoSvR+xCg2Jk/T0rlP78dZEtOBcU6fZfGjhTFThCEbsf6zHIsVoVB8WGkxYZ2dXF6DQMbjy1rjbGpUSy/Zw65FfWsyyxnXVYZW3Mq6B8Xxj2nD2PaoOYHnt952jC251ayLrOcS9/cRFW9EbNVYVhiOI+fNxZNoJrrZg/Cqig8/vN+nvv9IFmltTxx3tjjdhOM0H1x+Nj5YLEDWwzLSf2i2Z5bxc+7C7l61sCOLF6LiDQJgtDt+GKrbTlDrHVdh0qlon9cGP3jwlg0rV+r6QPUKv53yUQWvrCWIp0egDnD+vDouWMI1TQNNTecNBhtYACP/LiX73cWsC6zjKjQIJIig3nk3DEM7tO0+SO/qoEHvtntCK0yPjWau08fJsq+0OH4EqDYnYXjUtieW8WPu7pWsRMfO0EQuhW/ZhTxx/4SAtUqLpvev6uLI/hBfLiWJddMZdG0fnxy/XTeu+YEj0rYlTMH8MkN00mI0FJeZ+RwaR3rs8q57M1NjtMvDGYLt3y4jZUHSjlcWsfh0jq+2ZHPqc+ucmzgEISOQu9jHDtnFoxLRqWCbUcqmwX6tlgVXl+VxT+/2U1WaW27ltUdsdgJgtBtqDWYWfx9BmALSjwsMaKLSyT4y4ikSB7/89hW000dEMuKe+eyt1CHyWLloe8yOFRSy6VvbuS++cPZkFXOzqPVRIcG8fzFE1CpVLy+Kov1WeU88uNezhidRFKUZz8mRVHEd084JnwNUOxMYmQwUwfEsjm7gk8253J3Yyihijojd3y6gzWNcTk/3ZzLhZPT+NfZozrEDUEUO6FNlNYYuOC19RhMVmYOjmPe6CTOGJ3osTP9fEsej/60lwXjkrnj1GFeO2Ph+EZRFB7+PoPCaj1psSHd5vxXoeMI0wYydUAsAB9dN42LXt9ATnk9d3yaDoBKBc9dPIG5w20Bqk8aGs/Fr29kc04FH206wj3zhrvcL6u0lv/+doDl+0s4d0Jfbj91KH2jQzq1TkLvwJcjxTzxpwkpbM6u4MXlmazPKichQsvazDJq9GaCg9RM7h/DusxyPtuaR0mNnjevmNLu4ZxkKbYX8taaw5z78jo+35rXYcES31pzmCPl9RTp9Hy9I5+bPtzGBa9tYE9+tUu6ijojj/y4F53ezCeb85j7nxW8szbb5zhW6zPLOPfldXy9/WhHVEPoJiiKwr9/3MsX246iUsFj5471eTea0DtIiAzm85tmcONJgxiZHIlKBffOG87Jw5tOHVGpVFzVGFbi4025juWywuoG/vHVLuY9t5qfdxehN1n5dEseJz+zkq+2Sd8h+E9bfOwALpnaj5vnDiY4SM22I5X8sqeIGr2ZQX3C+PbWWXx03XQ+vm4awUFqVhwo5aHvM9o9rqNKkUiRx4xOpyMqKorq6moiIyO7tCzltQZmPLkco9mm0KXGhJAUGUxMmIa/zx/OkATXpa0SnR5NoJro0ObxrLxRWWdk1lPLqTda+Pv8EVTWG/lw4xHqjRY0gWreuXIqJzY6vS/+PoMl63MYmhBOVEgQW49UArBwXDJPnT+uRTO0oiic8fxqDhbb/BH+Mr0fF01JQ61SMTwpgiAJWtvjyCypYeWBUjZnVxCiCWDGoDiCgwJYuqeIpY2H1D9zwTgunJLWxSUVuhqLVXEJnmzHbLEy++kVFFbreXDBSIp1et7bcMTR5502MpHzJvXl/Q05bDxcQUhQAL/ddVKLGy7WHirjs6153DRnkONQd+H4xWpVGPTPnwHY9uBpxIV7Dw/kjRKdno835xKgUjFraDzj+ka5WOZ+zSjipg+3oSjw7z+N5ooZAxzfldcaeOKX/cweGs+fJvQF/NMzRLFrB7qTYvfyikye+fUAfaNDqDeaqaxvOuKnT4SWz2+c4Qh5sDm7gr+8tQmT1cqYlCjmj0niypkDHIeEe+PZZQd54Y9DjEqO5Ke/nohKpaJYp+cfX+1ixYFSgoPUvHXFVGLCgvjTS+swWxU+vHYas4bE8d56Wxwrs1UhMVLL7acM5eKpaR6VtPWZZSx6axOaADUmqxXnN3X+6CRe/cskl6Vfq1XBoijHpPApioLJoqAJFKWxPbFYFZ5bdpCXVmS2mO6Rc8dwuWyYEFrB3s85c8LAWP4+fziT+9uWdq1WhUve3Mjm7ApOGtaH966e6tFVRKc3MfeZlVTUGdEGqnnsz2O5YHJqp9RD6J7UG82M+tevAOz99xkuu7rbkzdXH+axn/cRFKDi8xtnMLFfDAC3frSdnxqP9LNPdEWx62S6i2Jnslg5qXEm+98LxzNvdCKbsyswWaw8//sh9hfVkBwVzJKrTyAmLIgFL6yltMbgco/YMA23nTyEq2YOQO02WzZZrOzIreK697ag05t55bJJnDU22fG9wWzhxg9su9icmTOsD+9dc4Lj721HKrjj03SOVtp2DfWPC+Xu04dx9rgUlzyvf38ry/YWc8WM/pw8PIGnfz2ArsFEkU6Pxaq45K83WbjsrU3sPlrNpP7RnDYykStmDPBZQdt2pJL3N+SwPqscXYOJVy6bxKkjE336rdAytQYzt3+8nRWN78XsofGcOCSeOoOZDYfLMZqtTB8cx7xRSUzuH9PFpRV6AhV1RmY9uZwGk4VRyZHcN384c4b1aaa4ZZXWcub/1mA0W3n03DH8xcOk4eml+3llZRaBahXmxrNs549O4p9njaRfnIRVOR4przUw+dHfATj8+FnNxsL2QlEUbv14Oz/vLiIlKpjPbpzBvkIdN3ywzZFGrYIXL53E7AFhotj5yuLFi3n44YddriUmJlJUVOTzPbqLYvfTrkJu/Xg78eEa1v3jFLSBTb4BZbUGLnljI5kltahVkBxlO9txWGI4b1w+hU3Z5by26jDZZXUAzB3eh+cvnkB0qAZFUfh0Sx6P/7yPGr0ZgMF9wlh215xmL7zeZOGuz9L5ZY/t+cWGafjshukMddvdaDBb+GRTLi+tyKSs1nYeZXCQmgCVioTIYC6ZmsaTS/ejKPC728Hmz/52gBeWZxIfruX3u08iOlTDP77a1ewolwlp0bz6l0kkR7XsPJ1bXs+851ehNzX5I4YEBfD5jTMYmyrLMseCoijc/OF2lmYUoQ1U89T54zh3Yt+uLpbQC9iTX015nZHZQ+JbHHidrXuzhsTZJpAqFXHhGtJiQzn7xbUYzFZe+8tk9hfpeOGPQ1gV0ASo+d8lEzjTafKqKArrs8r5LaOI9VnlRIUE8drlk4lvw1Kd0H3Jr2pg1pPL0QaqOfDomR2aV43exJ9eWsfhsjo0AWqCg9To9GZumjOY6gYjn2zOI1Ct4vnzhnP21CGi2PnC4sWL+fLLL/n9998d1wICAujTx/fzKbtascurqOe3vcV8sCGHnPJ6bj9lSLPdYgAlNXoe/GYPv+0tBiBME8D3t5/oCAhqtlj5ZEsej/64F4PZSkpUMGdPSKFUZ3CcDxkbpmHm4DjuPn0Yg5wCibpjbZz5qlS0GHagzmDm3XXZvL7qMDUGc7PvZw+N54Nrp7lcM5gtnPW/NWSV1jGxXzTj+kbx3oYjqFTw7EXjqao38dyyg+j0ZuLCNLx46URmDvEc6FZRFC5/ezNrM8uY1C+ae88Yzqsrs1hzqIw+EVq+u3UWKbKrrhlmi5UHv92D0Wzl5rmDmynudpyXGj65fjpTGndACkJnYbZYeWrpfpasz8Fk8TzcnTAgls9unI5KpeJAUQ0P/5DB+qxyQjUBfHfrLIYmRrA5u4Jnft3PlpxKl9+OSIrg0xum++SnXFjdgMFkpX9cqIRj6cZkltRy2rOriA4NIv1f8zo8v5yyOv7x9S42HrYd3TcwPoxf7phNUICauz5L5/udBQRa9GT95wJR7Hxh8eLFfPvtt6Snp7f5Hl2p2H26OZd/fZeBsXH3a2RwIL/dNafFkCLbjlTy2ZZczp3Yl5mDmys8GQXV3Pzhdke0d7CZg+89Yzg3nTS4Q8zSDUYLJTV6FAWW7S3m5ZWZVDeY+OCaaY6NGM5szang0jc3unTU984bxm2NITJyy+u56cNt7C3UOcp+9rgUDGYrO3Ir2ZJTQbg2iOAgNa+szEIbqObXO09iQHwYNXoTF762gf1FNUxIi+bzG2c4lnQLqxt44Y9DlNYYUalsy8yXTevncyddazBTWWezUCZHBbf7NvfO4tWVWTzVeLi7WgUzB8cTHBTAoD5h3HXaMEI0AWw8XM5lb23CYlV45E+judzJOVgQOpu8inreWH2YgqoGFCC7rI7ssjoC1Sq+vHkmE9KiHWnNFitXvLOZ9VnlDO4TRr/YUIcrgTZQzXmTUpncP4anlu6ntMbAuNQo3rlqaouWu4yCai54dQMNJgt9o0OYNSSOE4f2YfaQeGLCmiuF5bUG6ht3ZvrbV9QZzIRqAkR5bCN78qtZ+OJakqOC2XD/qZ2Sp6IorDpYyk+7Crl29kBGJNl0CZPFys0fbue39Gzynr9IFDtfWLx4Mc888wxRUVFotVqmTZvG448/zqBBg7z+xmAwYDA0+abpdDrS0tI6VbEzmC0s/n4vn2zOBWBy/xjOGJ3ImWOS2+W4nTqDmWV7i1lzqIyyWgM3nDSIWV6sXh1BrcFMWY2BAS2cbZlZUsOvGcVsaOx8Hzp7tIvSqTdZePDbPXzpQ7iDf5w5gpvmDHb8nVdRz8IX11LdYOLKGf15+E9jWJ9Vxu0f76C8UTGzc+aYJJ65cHyrm07WHirjpg+3UdtomewXG8rbV07xau0C2JlXxeqDpVw6rZ/Pyz2ZJbX8sLOAsX2jOGFQLJHBQT79zleyy+qY//xqDGYrE9KiSc+rcvl+9tB47j59GFe8s5kavZk/TUhxBJgVhO7E0cp6LFaF/nHN+5myWgMLXlhDsc7W1weqVVw8NY2/njrUccD7weIaLn59A5X1JpIig3n5skke/USrG0yc89JajpTXN/suTBPAW1dOZcbgpvN3f9hZwO2f7HD8Ha4N5ISBsZw5Jok/T+zbopK3dE8ht368gxFJEdwzbxgnD08Q2fOTLTkVXPjaBgbFh7H83rldXRz0JgtXvLaSL/56mih2vvDLL79QX1/PsGHDKC4u5tFHH2X//v1kZGQQF9f8oGvw7JcHdJhid7Synhf/yOTn3YWcMSaJS0/ox6M/7WVHbhUqFdxz+jBumTukwxw8ezKKovDJ5jye+/0gtXozKhUMT4pgxqA4KuuNjUphOK9fPrlZZ7l8fzHXLNna7J4jkyO5YkZ/iqr1vLIyE5NFIS5Mw6wh8cwd3oezx6cQFKCmqFrPmkOlnDoyEb3JwsIX11JRZ0QTqHbsvo0IDuS1v0xupjQfrazn8Z/38fNum6/i0IRwPr1heqvb7s0WK2c8v5qsUpuvZFCAiofOHu3Radz+fH7bW8xzyw5isSo8f8mEFsM9WK0Ki97ayMbDFcweGs/715zAvsIadh2tot5o4T+/HaDeaEGlAkWBqQNieP+aaRKTTuiRbM+t5J7PdzIuNYq7ThvmcaKZWVLDjR9sI6vUZv2bOiCWGYPjXCZ6y/eXsDazjL7RIXx58wwOFtey9lApf+wv4XBpHaGaAD64dhqT+8dQXmvgtGdXUVlvQhuoRlFwrMiAbZnupjmDOHl4AgmRriszlXVGTnt2lcvk8+ThfXjh0olEtPMErzez+mApV7yzmVHJkfx8x+yuLg4ARWUVJPeJE8WuLdTV1TF48GDuu+8+7r77bo9p2mqxyymr487P0kmKDGb2sHhmD+njddfVyysy+XRLLooCxTq9R9+QqJAg/ndJU1R2of15ZWUm//3NpvQAXDg5lUfOHeMIWrkjt5LbPt5BvtO5gAPiQpkxOI6vtudjNFsJ1wbSJ0JLdlkdY/pG8uVNM6k3Wrjh/a1sPVJJgFrF3+cP5/rZg1CpVORV1HPR6xsorNajUtlm6zV6M6OSI/noumkel23sfLjxCA9+u4eI4EDiwjTklNejUsGrl01m/pgkl7TVDSZu/GCrw68DbMtMi88ZzbkT+jZTxnR6E3d9ms4f+0u8xgbbkFXOVe9uxmC2Mjolkk9umN7uFkNB6G7UGsz8/atd/LSr0GsaTYCaL2+ewbjUaMc1vcnCde9tZW1mGRHaQB5YMJL1WeV8v7OAEUkR/HD7iQSoVOwt1LFifwnvrs+hwklpm5AWzdMXjHMcvXf3Z+l8vSOfYYnhnDw8gSXrczCYrYxIiuCdq6Z69RfOq6gnr7KesX2jRAHEFmPuxg+2Mbl/DF/dPLOriwNIHLtj5vTTT2fIkCG8+uqrPqX39YH//ctdfLbVdedm/7hQrpgxgGtmDXCYy7fmVHDh6xtc4rbNHBzHxVPT+GLrUdZmljEiKYI3Lp8i2/E7gRq9CaPZSlCg2qOSYjBbSM+tYm1mGZ9sznXs8gWIC9M4Zs+RwYH89NfZDmVIb7Lwz2928/V228aUE4fEc8boRF5ffZijlQ0M7hPGy5dNIlCt5pI3NlBWayQ6NIgbTxrMVTMHNFO8ag1m5j6zgrJaI4vPHsWVMwfw4Ld7+GhTLtpANU+eP5ZzxvclQK2i1mDm8rc3sSO3ipCgAK45cQB7C3QOPyJNgJpJ/aM5cUg8Y/pGkVGg48ttR8kuq0MTqOa5iyawYFwynth2pJJle4u5fvbANgX2FISeyuHSWtZmlpGeV4XZaTIeoFZx4eRUj5u46o1mrnp3C5uzmyZYahV8e+ssFyUQbDL+3vocftlTSEaBDkWBUE0A984bTn5VA2+vzUalgq9unsmkfjHsOlrFte9tpbTGwMD4ML6/bZaL4vbJ5lxeW5XlWCIOUKsYnxrF/y0c5Yip5o1vd+Tza0YRE/tFM3toH0Ymd4wbUnWDiXBtoMdg1R3Fd+n53PFpOicOiefD66a1/oNOQBS7Y8BgMDB48GBuuOEG/vWvf/n0G18eeJ3BzAmP/U6d0cJfpvfjYFEt23MrHXGTzhidyDMXjkcToGbBC7Ydn3+akMLVswYSrg10CfeRW15PcnSwnLzQDak1mHlnbTY786q4YuYAZg+J58fdhXyfns91swcxfZDr8r6iKHy4KZd//5DhYpXtHxfK5zfOcPjyHCiq4daPt5NZYjuFY1B8GG9cMZm+0aF8sjmXfYU68irr2Xi4ggFxofx21xw0gWrMFis3fLCN5ftLABiWGM741GgyCnTsLdQRHRrEJ9dPZ2RyJFarwmurs/hgwxEKq/Ue65ccFczrl09uNuAIgtB2DGYLH2w4wssrMqmsN3HDSYP451kjW/xNsU7PPZ/vZG1mmcv1a2YN5F9nj3L8nV/VwIWvrqegWs+ZY5J45TJbYPcl67JZ/MNewKbQJURoHXIfoQ3ko+uneZXzQ8U1nPXCGpc+68oZ/fm/haM8+v/Z1Qx/ff0OFddw3qvriQwO4tW/TOq0fudvX+zki21HOXdCCs9fMrFT8mwNUez84N577+Xss8+mX79+lJSU8Oijj7Jq1Sp2795N//6+RcD35YF/viWP+77axcD4MJbfMweVSkWN3sSX247yxM/7MVqsRAYH0i8ulD35OuLDtfxx9xyiQsUsfjyQWVLDj7sKWZdZhsWq8OKiSc0OL7dYFb7dkc8zvx6gSKcnXBtIqCaAErcg069eNskl9pbeZOHttdm8vioLnb4ppEyENpCPr5/eLFafoihkl9WxLrOMdZnl7CvSMSIpgllD4jlnfIpfx88JguA7NXoTGQU6ThgQ65PPtMWq8OLyQ/yWUcyI5AjmDOvTLNA72FxGLnp9AyaLwgWTUwnXBrJkfQ4AN84ZxG0nDyEiOIijlfXc/flONmdXEBUSxLtXT2WSm+XOalW44LX1bM+tYkJaNLFhGsfE8ZQRCby0aKLLSQ1Hyus4/9UNgC2O4Jljkpk3KtGn+l2zZIvj3poANf939iguO6Ffh/qTHy61hTqxKvDNLTNbtVx2FqLY+cEll1zC6tWrKSsro0+fPkyfPp1HHnmEUaNGtf7jRuwPfPGXW3jg3EkeZyznv7qebUcquW/+cG6ZO8Tlu/S8Km77eLvjJAag2akOgmCnrNbALR9tdyzdpMaEcMHkVDSBalJjQjl7XLLHmXF1vYnvdxVQozcRoFIxb3SS43g5QRB6N+9vyOFf32W4XLt+9kD+edZIl/7C2U0D4OzxKZw8vA/2JHvydby9NptwbSC/3XUSKdEh/LK7kDs/S8dgtjJzcBzvXDWV4KAAFEXhsrc2sT6r3CXf0SmR3Dd/BHOGeY8Xuz6rjEVvbiJArWLm4DjWHLJZJselRvHvP41xCU9jp0Zv4o3Vh/kuvYDTRiZy89zB9Ilo3R3kl92F/Oe3A5w1NpmDxbZoC6eNTOCtK6e2+tvOQhS7Tsb+wNPu/JwZI1J56OzRjEqJpLrBRGZJLaU1Bm76cBsBahUb/nFKs51MYNvNuDu/mvVZ5cSEarj0hDTZoi54xWSxsmRdDhHBgZw3KVXOthUEoUUUReHLbUfZ3qiwjUuN4pKpnseZ6gYTD323h2/TC7zezz025bYjFVzx9mbqjBbmDu/Dy4sm8dPuQu77chfBQTa/3B15VXy08Qh1jfH5rpk1kPvPGtHMrchqVTjn5bXsyddx+fT+PHzOaN5dn8Nzyw5SazATHKRm6R0nuexS/mNfMX/7cpfL5pKQoAAWnzOKi6f281qPYp2e055d5ThVyc5Pfz2xxQgBnY0odp2M/YEPu+9LDKpgVCpbeIrMklqsTk+3u80ABEEQBMEbGQXVvLUmm7JaV3ePEUkR3H/myGZLopsOl3Plu5vRm6wEBahQq1QYzFb+edYIbjjJFie0os7IC38cciwFT+wXzaVT+zF1YCwhQQHkVtTz398OsCm7gnBtICv/NtcRw7O0xsCtH21nc04FMwbF8fH101CpVKzYX8INH2zFZFEY1CeMy6f359sd+ew8Wk2AWsXH101j2iDP4ctu/GArv2YUMzwxAgWFg8W13cq3zo4odp2M/YHvzi7g9Q1F/LCzaZaTEhWMNiiAkKAAnjhvLOM9mI8FQRAEoTewPrOMf3y923Fy0di+UXxzy8xmLkq/ZhRx7+c7PR4lCaAJVPP4n8dyweRUl+vOZ3vff+YIQrWBPPLjXoxmKwvGJvP8JRMICrDFCr378518syOfPhFafrr9RJfVsqJqPd/syOeppfsJVKv44fYTGZYYwb5CHcMSI7rdKogodp2M+wPfV6jjcGkdk/pHt3oAvSAIgiD0JhRF4Uh5PTuPVjFrSLzXU3PyKur5YmseazLLyMjXYVUUggLULByXzF2nD/Mad89+BrUzp41M5NW/THJZ1q03mvnzy+s5UFyDWoVLyBTnHb23nTyEe89ofr56d0IUu06mK8+KFQRBEITjCbPFyqK3NrE1p4JxqdGcNjKB608ahDaw+Qk3h0trWfTmJop0riGc1CoYmxrNvFGJXD97ULez0Lkjil0nI4qdIAiCIHQeFquCyWJ1nALUEgazxWVTBdhO9OlJp2z4o2e0fGq54BN23Vin03VxSQRBEATh+MHY0HoagDC3zb+K0YTO1x93A+z6hS+2OFHs2oGamhoA0tLSurgkgiAIgiD0VmpqaoiKajkMiyzFtgNWq5WCggIiIiIk9lw7o9PpSEtLIy8vT5a5uxnSNt0TaZfui7RN96QntIuiKNTU1JCSkoJa3bI/oFjs2gG1Wk1qamrrCYU2ExkZ2W0F7nhH2qZ7Iu3SfZG26Z5093ZpzVJnp3tvAxEEQRAEQRB8RhQ7QRAEQRCEXoIodkK3RqvV8tBDD6HVtn6Qs9C5SNt0T6Rdui/SNt2T3tYusnlCEARBEAShlyAWO0EQBEEQhF6CKHaCIAiCIAi9BFHsBEEQBEEQegmi2AmCIAiCIPQSRLETOpwnnniCqVOnEhERQUJCAueeey4HDhxwSaMoCosXLyYlJYWQkBDmzp1LRkaGSxqDwcDtt99OfHw8YWFhnHPOORw9etRjngaDgQkTJqBSqUhPT++oqvVoOrNdDh48yJ/+9Cfi4+OJjIxk1qxZrFixosPr2FNpr7Z54403mDt3LpGRkahUKqqqqly+z8nJ4dprr2XgwIGEhIQwePBgHnroIYxG1wPTBRud1S52fvrpJ6ZNm0ZISAjx8fGcd955HVW1Hk97tE1FRQW33347w4cPJzQ0lH79+vHXv/6V6upql/tUVlZy+eWXExUVRVRUFJdffrnXNuwKRLETOpxVq1Zx6623snHjRpYtW4bZbGbevHnU1dU50jz99NM8++yzvPTSS2zZsoWkpCROP/10xzm8AHfeeSfffPMNn376KWvXrqW2tpaFCxdisVia5XnfffeRkpLSKfXrqXRmuyxYsACz2czy5cvZtm0bEyZMYOHChRQVFXVqnXsK7dU29fX1zJ8/n3/+858e89m/fz9Wq5XXX3+djIwMnnvuOV577TWv6Y93OqtdAL766isuv/xyrr76anbu3Mm6detYtGhRh9avJ9MebVNQUEBBQQH/+c9/2L17N0uWLGHp0qVce+21LnktWrSI9PR0li5dytKlS0lPT+fyyy/v1Pq2iCIInUxJSYkCKKtWrVIURVGsVquSlJSkPPnkk440er1eiYqKUl577TVFURSlqqpKCQoKUj799FNHmvz8fEWtVitLly51uf/PP/+sjBgxQsnIyFAAZceOHR1fqV5AR7VLaWmpAiirV692pNHpdAqg/P77751RtR5PW9rGmRUrViiAUllZ2WpeTz/9tDJw4MB2K3tvpqPaxWQyKX379lXeeuutDi1/b+ZY28bO559/rmg0GsVkMimKoih79+5VAGXjxo2ONBs2bFAAZf/+/R1UG/8Qi53Q6djN2rGxsQBkZ2dTVFTEvHnzHGm0Wi1z5sxh/fr1AGzbtg2TyeSSJiUlhTFjxjjSABQXF3P99dfzwQcfEBoa2hnV6TV0VLvExcUxcuRI3n//ferq6jCbzbz++uskJiYyefLkzqpej6YtbXMsednzEVqmo9pl+/bt5Ofno1armThxIsnJyZx55pnNlnQF77RX21RXVxMZGUlgYCAAGzZsICoqimnTpjnSTJ8+naioqGOWvfZCFDuhU1EUhbvvvpsTTzyRMWPGADiW4xITE13SJiYmOr4rKipCo9EQExPjNY2iKFx11VXcdNNNTJkypaOr0qvoyHZRqVQsW7aMHTt2EBERQXBwMM899xxLly4lOjq6g2vW82lr27SFrKwsXnzxRW666aa2F/g4oSPb5fDhwwAsXryYBx98kB9//JGYmBjmzJlDRUVFO9Wg99JebVNeXs4jjzzCjTfe6LhWVFREQkJCs7QJCQndxrUksKsLIBxf3HbbbezatYu1a9c2+06lUrn8rShKs2vuOKd58cUX0el03H///e1X4OOEjmwXRVG45ZZbSEhIYM2aNYSEhPDWW2+xcOFCtmzZQnJycvtVpBfS3m3jjYKCAubPn8+FF17Idddd16Z7HE90ZLtYrVYAHnjgAc4//3wA3n33XVJTU/niiy9cFA2hOe3RNjqdjgULFjBq1CgeeuihFu/R0n26ArHYCZ3G7bffzvfff8+KFStITU11XE9KSgJoNtspKSlxzK6SkpIwGo1UVlZ6TbN8+XI2btyIVqslMDCQIUOGADBlyhSuvPLKDqtXT6cz2uXHH3/k008/ZdasWUyaNIlXXnmFkJAQ3nvvvY6sWo/nWNrGHwoKCjj55JOZMWMGb7zxxrEV+jigo9vFPtkZNWqU45pWq2XQoEHk5uYeS9F7Pe3RNjU1NcyfP5/w8HC++eYbgoKCXO5TXFzcLN/S0tI2yV5HIIqd0OEoisJtt93G119/zfLlyxk4cKDL9wMHDiQpKYlly5Y5rhmNRlatWsXMmTMBmDx5MkFBQS5pCgsL2bNnjyPNCy+8wM6dO0lPTyc9PZ2ff/4ZgM8++4zHHnuso6vZ4+isdqmvrwdArXbtbtRqtcMyIbjSHm3jK/n5+cydO5dJkybx7rvvNmsnoYnOapfJkyej1WpdwnWYTCZycnLo37//sVekF9JebaPT6Zg3bx4ajYbvv/+e4OBgl/vMmDGD6upqNm/e7Li2adMmqqur/Za9DqNz92oIxyM333yzEhUVpaxcuVIpLCx0fOrr6x1pnnzySSUqKkr5+uuvld27dyuXXnqpkpycrOh0Okeam266SUlNTVV+//13Zfv27copp5yijB8/XjGbzR7zzc7Oll2xLdBZ7VJaWqrExcUp5513npKenq4cOHBAuffee5WgoCAlPT290+vdE2ivtiksLFR27NihvPnmm46dyTt27FDKy8sVRbHtYB4yZIhyyimnKEePHnXJS2hOZ7WLoijKHXfcofTt21f59ddflf379yvXXnutkpCQoFRUVHRqnXsK7dE2Op1OmTZtmjJ27FglMzPT5T7O48z8+fOVcePGKRs2bFA2bNigjB07Vlm4cGGn19kbotgJHQ7g8fPuu+860litVuWhhx5SkpKSFK1Wq5x00knK7t27Xe7T0NCg3HbbbUpsbKwSEhKiLFy4UMnNzfWaryh2LdOZ7bJlyxZl3rx5SmxsrBIREaFMnz5d+fnnnzujmj2S9mqbhx56qMX7vPvuu17zEprTWe2iKIpiNBqVe+65R0lISFAiIiKU0047TdmzZ08n1bTn0R5tYw8/4+mTnZ3tSFdeXq5cdtllSkREhBIREaFcdtllPoUS6ixUiqIo7Wf/EwRBEARBELoKcaYQBEEQBEHoJYhiJwiCIAiC0EsQxU4QBEEQBKGXIIqdIAiCIAhCL0EUO0EQBEEQhF6CKHaCIAiCIAi9BFHsBEEQBEEQegmi2AmCIAiCIPQSRLETBEEQBEHoJYhiJwiCIAiC0EsQxU4QBEEQBKGXIIqdIAiCIAhCL0EUO0EQBEEQhF6CKHaCIAiCIAi9BFHsBEEQBEEQegmi2AmCIAiCIPQSRLETBEEQBEHoJYhiJwiCIAiC0Evo9Yrd6tWrOfvss0lJSUGlUvHtt9+6fK8oCosXLyYlJYWQkBDmzp1LRkZG1xRWEARBEAThGOj1il1dXR3jx4/npZde8vj9008/zbPPPstLL73Eli1bSEpK4vTTT6empqaTSyoIgiAIgnBsqBRFUbq6EJ2FSqXim2++4dxzzwVs1rqUlBTuvPNO/v73vwNgMBhITEzkqaee4sYbb+zC0gqCIAiCIPhHYFcXoCvJzs6mqKiIefPmOa5ptVrmzJnD+vXrvSp2BoMBg8Hg+NtqtVJRUUFcXBwqlarDyy0IgiAIwvGDoijU1NSQkpKCWt3yYutxrdgVFRUBkJiY6HI9MTGRI0eOeP3dE088wcMPP9yhZRMEQRAEQXAmLy+P1NTUFtMc14qdHXcrm6IoLVre7r//fu6++27H39XV1fTr14+8vDwiIyM7rJyCILQPpTo9lQ1Gl2sqVKjVKrQBamLCNIRppXsUBKF7oNPpSEtLIyIiotW0x3XPlZSUBNgsd8nJyY7rJSUlzax4zmi1WrRabbPrkZGRotgJQjdEURQ2HC7n0815bMmpoLBa3+pvQjUB9IsNpX9cKAPiwugXF0r/2DD6x4XSNzoEtVrcLgRB6Fx8cfc6rhW7gQMHkpSUxLJly5g4cSIARqORVatW8dRTT3Vx6QRBOFasVoVf9hTxwh+HOFDctNNdrYLYMA3Q1EkqioLZqtBgsmA0W6k3WthfVMP+ouY75OPDNZw6IpHTRyVy4tB4goMCOqM6giAIrdLrFbva2loyMzMdf2dnZ5Oenk5sbCz9+vXjzjvv5PHHH2fo0KEMHTqUxx9/nNDQUBYtWtSFpRYE4VhJz6viwW93sydfB9gscOdN6suCsSmMS43yutSqKAr1RgvFOj1HKuo5UlZn+7e8niPldeRVNFBWa+SzrXl8tjWPkKAA5g7vw58n9mXu8AQ0gb0+ipQgCN2YXh/uZOXKlZx88snNrl955ZUsWbIERVF4+OGHef3116msrGTatGm8/PLLjBkzxuc8dDodUVFRVFdXy1KsIHQxZouVl1dk8cLyQ1isCmGaAK6bPYhrThxIVEjQMd/faLayObuCZXuLWLa3mAKnZd2Y0CDOGZ/CnyelMq5vlCzXCoLQLvijZ/R6xa4zEMVOELoHDUYLN364jdUHSwE4e3wKi88eRVx4c5/Y9kBRFDIKdPyws4BvduRTUtMUBik+XMOsIfGMSYliSEI4QxLCxTdPEIQ2IYpdJyOKnSB0PTV6E9cu2crmnApCggJ44ryxnDuxb6flb7EqrMss46vtR1m2t5h6o6VZGm2gmsF9whmWGM7QxAiGJUYwLDGctJhQUfgEQfCKKHadjCh2gtC11BnM/OXtTezIrSIiOJAlV09lcv/YLiuP0Wxle24lG7LKySypJau0lsNldRjNVo/pg4PUjE6J4qyxyZw9LpmEyOBOLrEgCN0ZUew6GVHsBKHrMJgtXPfeVtYcKiMqJIiPrpvGmL5RXV2sZlisCnkV9RwqqeVgcQ2Hims4UGxT+pwVPpUKZgyK45zxKZw5Jpmo0GP3CxQEoWcjil0nI4qdIHQNiqJw28c7+Gl3IaGaAD66bhoT+8V0dbH8wmJVOFJex5pDZXyXns/23CrHd5oANSeP6MO5E/py8ogECasiCMcpoth1MqLYCULX8PqqLJ74ZT+aADXvXDWVE4fGd3WRjpm8inp+2FXAdzsKXGLvRQQHMn90EgvHpzBzcBxBARJWRRCOF0Sx62REsROEzmdzdgWXvrkRi1XhsT+P4bJp/bu6SO3OvkId36bn8316gctpGTGhQcwfk8TCcSlMGxhLoCh5gtCrEcWukxHFThA6l9IaAwteWENJjYFzJ6Tw3MUTfDpqp6ditSpszqngx10F/LK7iPK6pnNu48I0zB+TxIJxyUwbGEeA7K4VhE5nT34176zL5soZAxifFt3u9xfFrpMRxU4QOg+LVeHytzexPqucIQnhfHfrLK+nSPRGzBYrm7JtSt7SPUVU1psc38WHazmzUcmbOiBWlDxB6ARWHCjh1o+2U2+00CdCy9I7Zrd77ExR7DoZUewEofN49rcDvLA8k5CgAL6/bRZDEyO6ukhdhsliZePhcn7aVcjSjCKqnJS82DANp45I4ILJqZwwMLZXWzQFoav4dkc+93yxE4tVIUCtwmJVOH1UIm9cPrldZU4Uu05GFDtB6Bw2ZJWz6K2NKAo8f/GETg1A3N0xWayszyrnp10F/JpRTHVDk5I3OiWSq2cN5OzxyWgDZWetILQHy/cXc/3727BYFc6b2JcrZw7ggtfWY7IoPH3+OC6amtZuefVIxS4mJsZn7baioqKDS+MfotgJQsdTbzRzxvOryato4OIpaTx1wbiuLlK3xWSxsiWnwnHUmd5ki5MXH67hoilpnDepL0MSjl9LpyAcK1tzKvjL25vQm6ycN7Ev/7lwPGq1ildWZvL00gMMTQhn2d1z2i2/HqnYvffee47/l5eX8+ijj3LGGWcwY8YMADZs2MCvv/7K//3f/3HXXXd1VTE9IoqdIHQ8i7/PYMn6HPpGh7D0ztlEBEvgXl+orDPyyZZcPthwxGVn7YikCE4dmcCcYQmMS42SGHmC4CNHyuv408vrqKo3cfLwPrxxxRRH+KHqehOTH12G2aqw/J45DOoT3i559kjFzpnzzz+fk08+mdtuu83l+ksvvcTvv//Ot99+2zUF84IodoLQsWw8XM4lb2wE4INrT2D20D5dXKKeh8liZdneYr7efpSVB0oxW5u6/kC1ipHJkUxIi2Ziv2gmpEUzMD5M/PIEwQ2d3sSfX15HVmkd41Oj+PSGGYRoXCdFl7+9iTWHyvjHmSO4ac7g9sm3pyt24eHhpKenM2TIEJfrhw4dYuLEidTW1nZRyTwjip0gdBz1RjNn/m8NR8rrufSENJ44T5Zgj5XKOiMrD5bwx74SNmVXUFpjaJYmOjSIEwbEMnNwHDOHxDM0IVwUPeG4xmJVuHrJFlYfLCU5Kpjvbp3l8VznDzYe4f++3cPEftF8c8usdsnbHz2jW8YIiIuL45tvvuFvf/uby/Vvv/2WuLi4LiqVIAhdwTO/HuBIeT0pUcH886yRXV2cXkFMmIY/T0zlzxNTURSFgmo9O3IrSc+tYkdeFbvzq6mqN/Hb3mJ+21sM2EKpzBoSx6wh8cweGk9yVEgX10IQOpdnfj3A6oOlhAQF8OYVUzwqdQDzRiXyf9/uYUduFcU6PYle0nUU3VKxe/jhh7n22mtZuXKlw8du48aNLF26lLfeequLSycIQmexObuCJetzAHji/HHiV9cBqFQq+kaH0Dc6hIXjUgAwmq1kFFSz4XA5G7LK2ZJTQVmtge/SC/guvQCAQX3CmDOsDwvGJjOpXwxqiZkn9GJ+3FXAa6uyAHjmwnGM6RvlNW1iZDAT+0WzI7eK3/YWc/n0zj0Vp1suxQJs2rSJF154gX379qEoCqNGjeKvf/0r06ZN6+qiNUOWYgWh/WkwWjjzf6vJKa+XXbBdjMFsYUduFesyy1hzqIxdR6twctEjOSqYs8Ymc9bYZManRskRZ0KvYn+Rjj+/vJ4Gk4Ub5wzi/jNbXzl4bVUWT/6yn9lD4/ng2mPXW3q8j11PQxQ7QWh/HvlxL2+vzSY5Kphf7zqJSLHWdRuq601sOFzGbxm2pdpag9nxXagmgEn9Ypg6IJYTBsYyZUCMY8egIPQ0quqNnPPSOnIr6pk9NJ4lV5/g04kuOWV1zP3PStQqWPePU47ZdaHH+9gBWK1WMjMzKSkpwWq1unx30kkndVGpBEHoDLbmVPDOumwAHj9vrCh13Yyo0CDmj0lm/phk9CYLqw6W8uOuQlYdKEGnN7M2s4y1mWWALXbeOeP78pfp/dot9IMgdAYWq8JfP00nt6KetNgQXrhkos/H9A2ID+OEgbFszq7gy61Huf3UoR1c2ia6pWK3ceNGFi1axJEjR3A3KKpUKiwWSxeVTBCEjkZvsvC3L3ehKHDh5FROHp7Q1UUSWiA4KIAzRidxxugkrFaFgyU1bMmuYHNOJeszyyirNfLOumyWrM/m/Emp/PXUoaTFhnZ1sQWhVZasz2H1wVKCg9S8/pcpxIRp/Pr9pSeksTm7gs+25nHryUM6zQ+1Wy7FTpgwgWHDhvHwww+TnJzcbIt9VJR3p8WuQJZiBaH9eOynvby5JpvESC2/3TWHqBCx1vVUTBYrqw+W8tGmXJbvLwEgKEDFJVP7cevJQ0iK6tzdgoLgK9lldZz5v9XoTVYe+/MYLpvm/wYIvcnCCY/9jk5v5v1rTuCkYW2Pv9njl2IPHTrEl19+2SyOnSAIvZttRyp4a61tCfaJ88aKUtfDCQpQc+rIRE4dmcj23Eqe/e0gazPL+GDjET7enMspIxK4eEoac4f3kQ0XQrfBalW478ud6E1WThwSz6IT+rXpPsFBAfx5Yl/e23CEz7bkHZNi5w/dUpKmTZtGZmZmVxdDEIROxHkJ9vxJqZwyIrGriyS0I5P6xfDhddP45PrpnDAwFotVYdneYq57fyszn1zO00v3U6zTt34jQehgvtiWx5acSsI0ATxx3thjCsx98VSbUvhrRhG55fXtVcQW6ZYWu9tvv5177rmHoqIixo4dS1CQ66x93DgJeyAIvY3nlh3kcGkdCRFa/rVwVFcXR+ggZgyOY8bgGRwqruGzLXl8vSOfkhoDr6zM4q012Zw/uS+3njyE1BjxwxM6H73JwvO/HwLgrtOHHbM/6KiUSGYPjWfNoTL+98ch/nvR+PYoZot0Sx87tbq5IVGlUqEoSrfcPCE+doJwbGzPreSCV9djVeCtK6Zw2iix1h0vGM1W/thXzDvrstmSUwmAJkDNX6b357ZThhDrp8O6IBwLb605zKM/7SMlKpjl984lOCig9R+1QnpeFee+vA61Cn67aw5DEvzfHd7jfeyys7O7ugiCIHQSepOFv32xE6sC503sK0rdcYYmUM2ZY5M5c2wyW3IqeP73g6zLLOedddl8vjWPG04axLUnDiRM2y2HK6EXUaM38fIKmxvYHacNbRelDmBCWjSnj0pk2d5inv/9IC8tmtQu9/VGt7TY9TTEYicIbeeJn/fx+urD9InQsuyuk4gOFQvN8c6aQ6U8+ct+Mgp0AEQEB3LxlDSunDlAQqUIHcbLKzJ55tcDDOoTxm93ntSuG3r2Feo464U1KAp8fctMJvWL8ev3/ugZ3XLzBMAHH3zArFmzSElJ4ciRIwA8//zzfPfdd11cMkEQ2ovtuZW8ueYwAE/8eawodQIAs4f24YfbTuSFSycyKD6MGr2Zt9Zmc8p/V/J/3+6hRDZZCO2MwWxxnEt928lD2n2X9sjkSM6bmArAP77ahdFsbeUXbadbKnavvvoqd999N2eddRZVVVUOn7ro6Gief/75ri2cIAjtgvMS7J9lCVZwQ61Wcc74FH6/ew7vXj2VWUPiMFkUPth4hJOeWcETv+yjqt7Y1cUUegnf7sintMZAUmQwZ49P6ZA8HlwwkrgwDQeLa3ltVVaH5AHdVLF78cUXefPNN3nggQcICGha454yZQq7d+/uwpIJgtBePLfsIFmldfSJ0PLQ2bILVvCMWq3i5OEJfHTddD65fjqT+kWjN1l5fdVhZj+1ghf/OESd01m1guAvVqvCG6ttKwfXnDigw842jgnT8K/Gvu6l5ZlkltR2SD7dUrHLzs5m4sSJza5rtVrq6uq6oESCILQnzkuwj8sSrOAjMwbH8dXNM3n7yimMSIqgxmDmv8sOcuJTtjh4BVUNXV1EoQeyfH8JWaV1RGgDubSNwYh95ZzxKcwd3gejxcqKxtNY2ptuuc1o4MCBpKen07+/6xEev/zyC6NGycxeEHoyDUYL9zotwZ4uS7CCH6hUKk4dmcjJwxP4cXchz/52gJzyel5ZmcVrq7KYNyqJK2cOYPqg2GMKLCscP3y0yebHf+m0fkQEd+xpNyqVikfPHUNueT0zh8R3SB7dUrH729/+xq233oper0dRFDZv3swnn3zCE088wVtvvdXVxRN8xGC2YLIohGkCpIMVHDz0/R4OyxKscIzYffDOGpPE7/tKeH9DDuuzylmaUcTSjCKGJ0Zwxcz+/HliX0I13XKoE7oBJTV6Vh8qA+CSqWmdkmdqTGiHBuDulm/71Vdfjdls5r777qO+vp5FixbRt29f/ve//3HJJZd0dfGERqxWhfyqBrJKa8kuqyOnrI7s8nqOlNdRWK137PoJClARE6ohNkxDXLiGpMgQ+kYH0zcmhJRo26dvdEi7xQwSui9fbTvK51uPolbB/y6eIEuwwjETGKBm/pgk5o9J4mBxDe9vyOHr7fkcKK7hgW/28OQv+7loShqXT+/PgPiwri6u0M34Pr0Ai1VhYr9oBvXxP3Bwd6TbxbEzm8189NFHnHHGGSQlJVFWVobVaiUhIaGri+aV3hjHTm+yUFZroKzWSFmNofH/tr9LavRkl9WTXVaL3tR+W7YTI7UMT4pkVHIkUwfEMLl/jAz8vYiMgmoueHUDDSYLd502jDtOG9rVRRJ6KdUNJr7adpT3N+SQ03g+p0oFc4f14ZIT+jFnWB+ZSAoAnPm/Newr1PHIuWO4fHr/1n/QRfijZ3Q7xQ4gNDSUffv2NfOx6670JMVOURSq6k0UVusp0jXY/q3WO/3bQInOQI2Pu8yCAlQMiAtjUJ8wBsSHMTDO9m/f6BAiQ4IIClBRVW+ios5IZb2RsloDBVV6CqoayK9qsP1b2UCd0fMxccMTI5gyIIYTBsYyZUAsfaND2vNxCJ3EkfI6zn91A2W1BmYPjWfJ1ScQoJbleaFjsVoVVh8q5b31Oaw8WIp9tAvVBHDy8ATOGJPEKSMSCJdTLY5L9hbYggYHBajY8sBp3dqQ0OOPFJs2bRo7duzoMYpdd0ZvsrD6YClrDpWxp6Ca/YU1NJh8O2s3KEBFfLi28aOx/Rth+7t/bCiDE8JJiwlpNZBjqCaQlBYUMkVRqG4wkVVax4GiGnYdrWJzTgWHS+s4UFzDgeIaPtqUC0Df6BCmDIhh6oBYpg6IZWhCOGpRELo1hdUNXP72ZspqDYxMjuTlyyaJUid0Cmq1irnDE5g7PIGcsjo+3pzLT7sKya9q4Kfdhfy0uxBNoJrZQ+Jtx5qNSZKjy44jvtlxFIBTRyR2a6XOX7qlxe6LL77gH//4B3fddReTJ08mLMzVL2LcuHFdVDLPdDeLnaIobDtSyadb8vhld6FHa1hcmIakqGCSo4Ib/w0hKdL2d0JkMH3CtUSGBHbppofyWgNbcirZmlPBlpwK9hTosFhdX9eokCCm9I9hXGo0QxLCGZIQzoD4ULSBsszSHdiZV8X172+lpMZAv9hQvrx5BgkRwV1dLOE4RlEUdudXs3RPEUv3FHG4rCmEVrg2kD9NSGHRtH6MTonqwlIKHY2iKJz41Aryqxp47S+TmT8mqauL1CI9din2mmuu4fnnnyc6OrrZdyqVCkVRUKlUjpMougvdRbFTFIVVB0v5728H2Z1f7bieEhXMvNFJTOofw6jkSFJjeuZGhTqDmfS8KjZnV7D1SAXbj1R5tD4GqFX0iw1lcJ8wBvcJt30SwhiRFCmz8U7k2x35/OPrXehNVoYlhvPOVVM7dCeYIPiLoigcLK7llz2FfJdeQLaTkjc+NYozxiRx0tA+jEqOlJWBXsah4hpOf241mkA16f86vdvvnO6xil1AQACFhYU0NLQcZLK7LdF2B8VuQ1Y5//3tAFuPVAIQEhTAwnHJXDw1jcn9Y3pluBGTxcreAh1bcirYV1hDVmktWSW1Xv0DVSoYFB/G2L5RjOkbxdi+UYxKiezwuEXHG3qThYd/yOCTzXkAzB3ehxcvnSjPWejWKIrChsPlfLwpl18zijBZmobG+HANJw6J56RhfThxaLxYnXsBr6/K4olf9jNnWB/eu+aEri5Oq/RYxU6tVlNUVNSpO2AXL17Mww8/7HItMTGRoqIin+/RlYpdZkkND/+wlzWNcXi0gWqumNGfm+YMJi5c26ll6Q4oikJJjYHMkloOl9aSVVpHVmktB4trKNYZPP5mYHwYY/pGMSYlsvHfKKJCRQlpC+syy3jgm93klNejUsHtpwzljlOHik+d0KMoqzXw8+5CVh8sZUNWeTN3lpHJkcwZ1oeThsUzpX8smsBueYiT0AKXvLGBjYcrWHz2KK6aNbCri9MqPXrzRFdYlkaPHs3vv//u+Nv5fNruSp3BzAvLD/H2mmzMVoWgABWXTO3HbacMITHy+J1NqlQqEiODSYwMZpZbVO/SGgN7CqrZc7Sa3fnV7MmvpqBaT3ZZHdlldfyws8CRNi02hNHJUQxPimB4UgTDEiMYEBfa6kaR45XyWgOP/bSPr3fkA7bQNc9eNKFZGwhCTyA+XMsVMwZwxYwBGM1WtudWsvpgKasPlbInX8e+QtvntVVZhGoCmDYwlon9YhifFs341Khe5YjfG9HpTWzNsa1unTKi95180+0Uu2HDhrWq3FVUVLRrnoGBgSQldW/HSTuKovDT7kIe/XEfRTo9AKeNTOBfC0fTL078l1qiT4SWk4cncPLwJotwea2BjAIdu/OrySioZk++jtyKevIqGsiraGBpRpPlVhOgZlCfMIYnRTAuNZoTBsQyMjniuFb2TBYrn2/N45lfD1BVb0Klgium9+feM4bL0qvQK9AEqpk+KI7pg+K4b/4IymoNrD1U1qjolVFWa2DFgVJWHCh1/KZ/XCjjU6Mdit7olChCNN3fYHC8sPZQGWarwqA+Yb1y3Ox2it3DDz9MVFTn7kY6dOgQKSkpaLVapk2bxuOPP86gQYO8pjcYDBgMTct6Op2uM4pJZkkN//oug/VZ5QD0iw3lobNHcerI3jfj6CziwrWcNKwPJw3r47hWXW8io6CajAIdB4trOFhSy6HiGuqNFvYX1bC/qIbv0m3WvXBtIBP72ZS8yQNimJAW3e2dcNuDeqOZ79MLeHllJnkVNp/YkcmRPHHeWCakRXdt4QShA4kP13LuxL6cO7EvVqvCviIdm7Mr2JlXxc6j1WSX1XGkvJ4j5fV837gKEKBWMTwxgvFp0YxMjqBfbCh9o0OICg0iKiRIdvF3Msv3lwBwyvDue/DBsXDc+9j98ssv1NfXM2zYMIqLi3n00UfZv38/GRkZxMXFefyNJ788oMN87PQmCy/8cYg3Vh/GbFXQBqq5Ze4QbpwzqEfubu2J2I9PO1BUw/4iHVuPVLItp7LZRo0AtYpRyZFM6hfNqJRIRiRFMiwxotfM1jMKqvlkcy7f7Shw1D0+XMutJw/m8un9j2vrpSCAbWK4K7+KnXlVpOdVs/NoFaU1nv177QQHqYkKsSl50aEaUqKCbUctxtiOW0yKsoWgig3T9MqNcJ2JoihMe/wPSmoMfHTdtB7jLtJjN0/Yd8V25fFhdXV1DB48mPvuu4+7777bYxpPFru0tLQOUezWZ5Xxz693O47FOW1kAg+dPZq02N5nPu5pWKwK+xtn69uOVLLtSCWF1fpm6VQq6B8bSr8424kcqY2dtaPTjgzutqEUjGYru/OrWXOolD/2lbiE0ekfF8pfpvXnL9P79xrFVRDaG0VRKNLpHYpeVmktR8rrKNYZ0OlN+DMCh2oCGNwnnGGJEYxLjWJcahQjkyNlgu8Hh0trOeW/q9AEqtn10Lwe8+x67OaJ7qBjhoWFMXbsWA4dOuQ1jVarRavt2B2nVfVGHv95H59vtUXGTozU8u8/jeGM0T3DF/B4IECtYnSKzX/m6sZdVQVVDWw9UsnOvKpG614NZbUGcsrrHcq5OyFBAQxLimBEYgQjkm2bNUYkRRIb1rkO2CaLldyKevYV6tiRW8WO3Er2FOgwmpvOAw4KUHHG6CQWndCP6YPiuq1CKgjdBZVKRXJUCMlRIcwfk+zyndWqUKM3U91gcnzK6wwUVusdxy3mVzVQUmOgos5IvdHC7nzb5q+vttvGhkC1yuH3Oz41ion9YuREnhbYlG3z0Z+QFt1jlDp/6VaKndXafgfKtxWDwcC+ffuYPXt2l+SvKArfpRfwyI97Ka8zolLBX6b152/zhxMpzujdnpToEM6JDuGc8SmOa6U1Bg4V13C0soGjjs66nvyqBgqr9DSYLDb/nLwql3vFhWmIC9cQHaIhOjSImFDbv9GhGmIa/7Vft//dUtgFq9V2dFtZrYHSWgNHyus5XFrL4dI6DpfVkVtR3+xkD4CY0CBmDo7nxKHxzBuVeFyG0RGEjkCtVtn87HwIr2QwW8iraCCzpJZ9hTp2Ha1i19FqyuuMZBToyCjQ8clmW9oIbSAT+kUzsV8Mk/pFMzEtRkI4NbLpsM1HffrA2C4uScfRrRS7ruDee+/l7LPPpl+/fpSUlPDoo4+i0+m48sorO70sR8rrePDbPY6YdEMTwnny/LFM7t97X8DjgT4RWvpEeFaGLFaFnPI69hfWcKBIx76iGg4U1ZBbUU95nZHyOqNfeWkD1WgD1WgCAxr/VWO2WtGbrFTWGTF7UNycsS/1TOwXbfukxdA/LlT8egShi9EGBjiOTbQff6UoNt/f3Uer2Xm0unEDRxU1BjNrDpU5xhKAUcmRjRvFjt/Ye4qisPGwzWI3fZBnH/rewHGv2B09epRLL72UsrIy+vTpw/Tp09m4cWOnnm5RXW/i3fXZvLoyC4PZiiZQzR2nDuX62YOOS+E7nghQqxzHni0Y17RMU2swc6S8jqp6E5X1RqrqTVTVG6msNzn930hVQ9PfVgUMZisGsxXwfPoGQGRwIPERWtJiQhnUJ4xB8WEM6hPOoD5hJEUGixInCD0ElUpFakwoqTGhnDnW1n+YLVYOFNewPbeKHUcq2Z5bSU55PXsLdextjL0Xpglg6sBYxqdGMyEtmnGpUceFJT63op4inZ6gABUT+8V0dXE6jG61eaKn0paTJxRFIaNAxxdb8/hi21HqGyObnzgknkfPHcOA+LCOLLLQy7BaFWoMZmr0JoyNyp3RbMVosRKoVhEUoCYuXENcmFYmC4JwnFFaY2BdpmvsPXdSY0IYnxbNhMb4e2P6Rva60E2fb8njvq92MaV/DF/ePLOri+MXPXbzxPHChqxyFn+fwYHiGse1EUkR3HryEBaOSxaLieA3arXKES5BEATBmT4RrrH39hbq2J5bSXqjb29WaZ3NB7iygZ92FQKgVsGwxAjGp0Yzum8kwxNtm7p6sq/exmybf920Qb3bvUkUuy4gKiSIA8U1aALVnD4ykUtP6MesIXGi0AmCIAgdilqtsp2J3TeKK2bYrun0JvYcrSb9aFXjRq5qinR6R0B2tjb9PjkqmBFJEQxPimRk4y7+QfHhPWIlYFOjf920gb3Xvw5EsesSRqVE8sKlE5kztE+Pnv0IgiAIPZ/I4CBmDolnplOw3uLG2Hs7j1axv9Cm4OVXNVBYraewWu9yhJomQM3Y1CimDIhhZFIkQxNtfsPdKZzIjtxK8qsa0ASqmdy/9/rXgSh2XYZzOAxBEARB6E4kRgYzb3QS85xip1Y3mDhYbFPyDhTpGnfz11BjMDuCtNtRq2BAXBhpsaGkRIfQJ1xDVKiG6JAgokODiA3TkBwVQp8ILQGdEHPv/Q1HADh7XAph2t6t+vTu2gmCIAiC0C5EhQQxdUAsUwc0+agpisKR8nq25FSwI6+KQ8U1HCyupbrBxOEyW4zMlghQq0iM0JIcHUJyVDDJUcEkRYU0/mv7OzZMc0zn6ZbWGBy+g1fO7LyIF12FKHaCIAiCILQJlUrFgPgwBsSHceGUNMCm7JXWGDhUUkt+Y2D2yjp7eCYjugYTpTUGimsMWKwKBdV6Cjwcx+hMcJCayOAgIoIDiQvTkhCpJSnSpvwlRAbb/h8ZTEKkttkS8GdbcjFarI2hXaI76lF0G0SxEwRBEASh3VCpVCRE2hSulrBYbQpgQXUDRY3HqBVW6ynS6Smqbvzo9FisCnqTFb3JQEmNgazSlq2A0aFBpMWE0i82FAWFdZm23bDHg7UORLETBEEQBKELCFCrSGpccvWGxapQazCjazCh05vQNZgprzNQVK2nWKenWGegSGf7f1G1HoPZ2hi03Xamrp3ESC1njU32mk9vQhQ7QRAEQRC6JQF+xOhUFAVdg5mC6gZyK+o5WtlAoFpFuDaQEwbGHpOfXk9CFDtBEARBEHo8KpWKqNAgokKDGJns2ylQvRFR7NoB+6lsOp2ui0siCIIgCEJvw65f+HIKrCh27UBNje1osLS0tC4uiSAIgiAIvZWamhqioqJaTKNSfFH/hBaxWq0UFBQQEREhx4K1MzqdjrS0NPLy8lo9+FjoXKRtuifSLt0XaZvuSU9oF0VRqKmpISUlBbW65ePbxGLXDqjValJTU7u6GL2ayMjIbitwxzvSNt0TaZfui7RN96S7t0trljo73f/UXkEQBEEQBMEnRLETBEEQBEHoJYhiJ3RrtFotDz30EFqttquLIrghbdM9kXbpvkjbdE96W7vI5glBEARBEIRegljsBEEQBEEQegmi2AmCIAiCIPQSRLETBEEQBEHoJYhiJ3Q4TzzxBFOnTiUiIoKEhATOPfdcDhw44JJGURQWL15MSkoKISEhzJ07l4yMDJc0BoOB22+/nfj4eMLCwjjnnHM4evSoxzwNBgMTJkxApVKRnp7eUVXr0XRmuxw8eJA//elPxMfHExkZyaxZs1ixYkWH17Gn0l5t88YbbzB37lwiIyNRqVRUVVW5fJ+Tk8O1117LwIEDCQkJYfDgwTz00EMYjcaOrmKPpLPaxc5PP/3EtGnTCAkJIT4+nvPOO6+jqtbjaY+2qaio4Pbbb2f48OGEhobSr18//vrXv1JdXe1yn8rKSi6//HKioqKIiori8ssv99qGXYEodkKHs2rVKm699VY2btzIsmXLMJvNzJs3j7q6Okeap59+mmeffZaXXnqJLVu2kJSUxOmnn+44rg3gzjvv5JtvvuHTTz9l7dq11NbWsnDhQiwWS7M877vvPlJSUjqlfj2VzmyXBQsWYDabWb58Odu2bWPChAksXLiQoqKiTq1zT6G92qa+vp758+fzz3/+02M++/fvx2q18vrrr5ORkcFzzz3Ha6+95jX98U5ntQvAV199xeWXX87VV1/Nzp07WbduHYsWLerQ+vVk2qNtCgoKKCgo4D//+Q+7d+9myZIlLF26lGuvvdYlr0WLFpGens7SpUtZunQp6enpXH755Z1a3xZRBKGTKSkpUQBl1apViqIoitVqVZKSkpQnn3zSkUav1ytRUVHKa6+9piiKolRVVSlBQUHKp59+6kiTn5+vqNVqZenSpS73//nnn5URI0YoGRkZCqDs2LGj4yvVC+iodiktLVUAZfXq1Y40Op1OAZTff/+9M6rW42lL2zizYsUKBVAqKytbzevpp59WBg4c2G5l7810VLuYTCalb9++yltvvdWh5e/NHGvb2Pn8888VjUajmEwmRVEUZe/evQqgbNy40ZFmw4YNCqDs37+/g2rjH2KxEzodu1k7NjYWgOzsbIqKipg3b54jjVarZc6cOaxfvx6Abdu2YTKZXNKkpKQwZswYRxqA4uJirr/+ej744ANCQ0M7ozq9ho5ql7i4OEaOHMn7779PXV0dZrOZ119/ncTERCZPntxZ1evRtKVtjiUvez5Cy3RUu2zfvp38/HzUajUTJ04kOTmZM888s9mSruCd9mqb6upqIiMjCQy0ncC6YcMGoqKimDZtmiPN9OnTiYqKOmbZay9EsRM6FUVRuPvuuznxxBMZM2YMgGM5LjEx0SVtYmKi47uioiI0Gg0xMTFe0yiKwlVXXcVNN93ElClTOroqvYqObBeVSsWyZcvYsWMHERERBAcH89xzz7F06VKio6M7uGY9n7a2TVvIysrixRdf5Kabbmp7gY8TOrJdDh8+DMDixYt58MEH+fHHH4mJiWHOnDlUVFS0Uw16L+3VNuXl5TzyyCPceOONjmtFRUUkJCQ0S5uQkNBtXEsCu7oAwvHFbbfdxq5du1i7dm2z71QqlcvfiqI0u+aOc5oXX3wRnU7H/fff334FPk7oyHZRFIVbbrmFhIQE1qxZQ0hICG+99RYLFy5ky5YtJCcnt19FeiHt3TbeKCgoYP78+Vx44YVcd911bbrH8URHtovVagXggQce4Pzzzwfg3XffJTU1lS+++MJF0RCa0x5to9PpWLBgAaNGjeKhhx5q8R4t3acrEIud0GncfvvtfP/996xYsYLU1FTH9aSkJIBms52SkhLH7CopKQmj0UhlZaXXNMuXL2fjxo1otVoCAwMZMmQIAFOmTOHKK6/ssHr1dDqjXX788Uc+/fRTZs2axaRJk3jllVcICQnhvffe68iq9XiOpW38oaCggJNPPpkZM2bwxhtvHFuhjwM6ul3sk51Ro0Y5rmm1WgYNGkRubu6xFL3X0x5tU1NTw/z58wkPD+ebb74hKCjI5T7FxcXN8i0tLW2T7HUEotgJHY6iKNx22218/fXXLF++nIEDB7p8P3DgQJKSkli2bJnjmtFoZNWqVcycOROAyZMnExQU5JKmsLCQPXv2ONK88MIL7Ny5k/T0dNLT0/n5558B+Oyzz3jsscc6upo9js5ql/r6egDUatfuRq1WOywTgivt0Ta+kp+fz9y5c5k0aRLvvvtus3YSmuisdpk8eTJardYlXIfJZCInJ4f+/fsfe0V6Ie3VNjqdjnnz5qHRaPj+++8JDg52uc+MGTOorq5m8+bNjmubNm2iurrab9nrMDp3r4ZwPHLzzTcrUVFRysqVK5XCwkLHp76+3pHmySefVKKiopSvv/5a2b17t3LppZcqycnJik6nc6S56aablNTUVOX3339Xtm/frpxyyinK+PHjFbPZ7DHf7Oxs2RXbAp3VLqWlpUpcXJxy3nnnKenp6cqBAweUe++9VwkKClLS09M7vd49gfZqm8LCQmXHjh3Km2++6diZvGPHDqW8vFxRFNsO5iFDhiinnHKKcvToUZe8hOZ0VrsoiqLccccdSt++fZVff/1V2b9/v3LttdcqCQkJSkVFRafWuafQHm2j0+mUadOmKWPHjlUyMzNd7uM8zsyfP18ZN26csmHDBmXDhg3K2LFjlYULF3Z6nb0hip3Q4QAeP++++64jjdVqVR566CElKSlJ0Wq1ykknnaTs3r3b5T4NDQ3KbbfdpsTGxiohISHKwoULldzcXK/5imLXMp3ZLlu2bFHmzZunxMbGKhEREcr06dOVn3/+uTOq2SNpr7Z56KGHWrzPu+++6zUvoTmd1S6KoihGo1G55557lISEBCUiIkI57bTTlD179nRSTXse7dE29vAznj7Z2dmOdOXl5cpll12mREREKBEREcpll13mUyihzkKlKIrSfvY/QRAEQRAEoasQZwpBEARBEIRegih2giAIgiAIvQRR7ARBEARBEHoJotgJgiAIgiD0EkSxEwRBEARB6CWIYicIgiAIgtBLEMVOEARBEAShlyCKnSAIgiAIQi9BFDtBEARBEIRegih2giAIgiAIvQRR7ARBEARBEHoJotgJgiAIgiD0EkSxEwRBEARB6CWIYicIgiAIgtBLEMVOEARBEAShlyCKnSAIgiAIQi9BFDtBEARBEIRegih2giAIgiAIvQRR7ARBEARBEHoJotgJgiAIgiD0EkSxEwRBEARB6CUEdnUBegNWq5WCggIiIiJQqVRdXRxBEARBEHoRiqJQU1NDSkoKanXLNjlR7NqBgoIC0tLSuroYgiAIgiD0YvLy8khNTW0xjSh27UBERARge+CRkZFdXBpBEARBEHoTOp2OtLQ0h77REqLYtQP25dfIyMhWFTuzxUpgQOuujZkltXyxNY+9hToMZisvLZpIQkSwz2XyNZ/v0vNZl1nGweJaZg6O4775I9o9j4o6Ix9uPMKe/GpKagw8sGAkUwfEtns+O/Oq+DY9n32FOrSBAbz6l0mEanx7xRVFwapAgLrlpXSLVeHzrXlsya4gq7SWs8encN3sQT7lAb7XpaCqgY835ZJRUI1Ob+ap88cyJKF1gfY3n+X7i/l9Xwn7C3UMTYjgyfPH+uxOYLEqqFW0ml5vsvDxplx25FWRW17HVbMG8OeJLc84nfFdZmr4fOtR9hXqMJqtvLRoEn0itO2eT2fKzO78akprDDy4YCRTeonMnDOhL9eeONCnPMD3uuRXNfDxpiPsLdB1qMz8sa+YP/bbZGZYYgRPnNexMnOkvI5rZg3k3Il9fcoDuq/MHCiu5cQhcfztjPaXmfJaAx9uzGVPQcfKTHpeFd81ykxwUACvXjaZEE2AT3n4IzOfbcljS04Fh0tr+dOEvlwwLg5o/d0B2TzRqezMq2Lcw7/x2qqsVtP+/atdvL76MGsOlbE5u4LfMop9zufhHzKY+Mgy8irqW0yXWVLDHZ+m8/nWo6TnVfHKyiyMZqtPeej0JmY+uZxbPtrWatqXV2Ty7LKD/La3mPS8Kj7bkudTHgDf7DjK6Id+5Y99rdf/lo+28+66HDYermDVwVLWZ5b7nM8tH21n1pPLqW4wtZhufVYZ93+9m6935LPzaDWvrTrscx55FfVMfGQZ//5hb6tpH/tpHy+tyGTFgVK2Hanku/QCn/N5bVUWYxb/yq6jVS2mq6wzct17W/l4Uy7bc6v4bGse+VUNPuVhtlg54/nVXPDaBhRFaTHt9zsL+PePe/lhZwE7j1bzztocH2ti60THLv6N132Qmfu+3MUbjTKzKbuC3/YW+ZzP4u8zmPTIMo5Wtiwzh4pdZebVVVmYLL7LzIwnl3PrR9tbTfvScpvMLGuDzHy9/SijHvqV5ftbl5mbP9zmIjMbsnyXmZs/3M6JT7UuM+sy3WWm9ba0Y5eZR370RWb28vKKLIfMfO+HzLy60iYzu49Wt5iuos7I9e83ycynW/IoqNb7lIfJYmXec6u40BeZSW+SmV1Hq3lnXbbPddmRW8nYxb/xxurWn/Pf3GRm2V7fxxlfZeagk8zsbBxnzD7KTHVDo8x87IPMrMjkud+bZObzrb7LzFfbbOPMiv0lraZ1lpmVB0rZcLjM53xu+nAbJz61HJ2+ZZlZm1nGP7/ZzTdtkBkQxa5T2ZFbSb3Rwg87W+9w8ittA2xabAgA5bVGn/PZkFVOjd7MyoOlLaY72phHSlSwYwZRWe9bPlkltZTUGPg1oxi9ydJi2uZ1MfiUB8CmwxUYzFZ+3t3yIG2xKhRUu+VT53s+67PKKdLp2ZJd0WI697pU1BmwWlvupO3sya+mRm/m+50FrXbsR6tc8ynzs/31Jmurk4EinR6rAhHaQKJDgwDf37PSWgOZJbVsO1LZqjJ4LO2/I7eSBpOFH3b5IDNVxyYzOr2ZlQdakZnGPPpGh6BWgaLYFGRfyCyppbTGwK8ZRa3LTJVtsGx6l32vy6bDFRh9kBmzxUqhTu+ajx/PbH1WGYXVerbmtCIzVe4yY/RZZnY7yUxruL9nZX48sw2HG2WmlclAUbUnmfHtfS6tMZBVWsfWI5WtKoPu8u9Pu+zIrbLJzM7CVtMei2yuzypDpzezqpVxxp5H3+gQVI0yU+HjOOOQmT0+yMwxjJmbsssbx5mWn5nZYqWw2lVm/Omb12eV+yYzzcYZ32UGRLHrVBpMtlnKweIaDGbvL6miKFQ0dkpT+9tMyf4oKQ2NArDHh9knwOCEcGJCNQCU+SjY9jwsVoV9hTqf8mmqi++C4KhLfst1qao3YteVJveLAfwTOHs+u1vJx172KY11sSpQ1YrFwj2PsloDxbqWn3NFY3s7npkfHa6vdbG3S1JUMKkx/inDDcam97e1tnFv/7I6Y6uKrSOfxrocKGqDzLThmbVal8Z3alCfMGLD7DLj23umb3xmZqvC/qKalvPphLpUNZgcMjPJLjN+9DP6xv7M1/fMLjMWq9Kqlc+O/T0rrTFQrGtZGSo/hmdmbxtf65IcHUzfaP8UiAYnxaR1y6Cr/JfVGtokMy2twCiK4pjId2TfXO40zsQ2jjO+PjO7Mme2KhzwU2b8UewbfHyXK+tt761K1SQz/iiQ9vrsPtramOna/mY/ZAb88LF74YUXfL7pX//6V5/THk/YBcFksb2k41KjPaarM1owNpqqhybafET8eXka/OykYkI1xIdrKKs1+C1wYBPsiY0vucd8GjuPY6nLoZIaGowWr74M9g4qMjiQxKhgv/KxWBVHB9haJ2W3ziREaIkODaKq3kR5rcExyLdYF+eOPb+apCjvPpOVdTYhdjwzPzopvVOHqyiKV58MR/uHaQhtfK6+KinudZk/JtlrWvf2N5qt1BrMRAQHtZqPfcA1WRQOFtUyNjXKY7pagxmTRXHJx7+O3TeZsb9nsWEa4sO1lNUafVeG3Z7ZhLRor2ntbeOoSxsmKYdKatGbLAQHeZGZxjyiQoJIivRPZswWq6OP8lWxT4jUEhUSRHWDifI6AzH+yszRahJHtSQzx9DP+Coz9U19pv25+jwZdpsMzR+T5DWtu/wbzFbqjBbCta0P2Xb5N1qsHCyuYUxfzzJT40lm/JlAGH1UhhrbJTY0iPhwLeV1Rt+VYaOrzIxvSWaajTP+1MVHmalvkplEh8z4lo/JYnU879bHZlv7J0QGExkciE5vpqLe9/r4rNg999xzPqVTqVQdqti98sorPPPMMxQWFjJ69Gief/55Zs+e7THt119/zauvvkp6ejoGg4HRo0ezePFizjjjDEeaJUuWcPXVVzf7bUNDA8HBvm9W8AW9W8fuTbGzWwVCggIclhS/BK4xn4PFNS2+pPYO1z5IQY0fFpummeAuHy2DwxLDgabZpy9OoPa6WBXYW6hjcn/PCqS9o4gL1xIfZnP+9bUu7u3SEs7PLC5MQ1W9ibJaI0MTW8/HpZM6WsXpozz/yGC2UGswA03PrC2dVHmdkcJqPSmNlgVvdYkL0zgc5tui2O/Ob2X22XjPlOhgwjQB1BktlNcafVLs3JUhb4qdvS6hmgD6xvi/rGRXIO3WdG2gZ5kpd27/cP+sD65KShXQ32tad5kpr/NdZuxtY7Eq7C3UOSwL7pQ7tX9TXXyUGSdLkK8yY8+nusEmM0MSfMjH6Zntyq/mNC8yozdZqGtsw6Zn5r9iV1ZrpEinJznKi8w0Pp+48CbFztd8/Oln7H1X35gQQjUB1BstlNcafFLs3JUhb4qdXS7DNAGkRPun2ENTfezW9NZlRktcuAGK/VgZ8MvK6SYzbaiLfQXKm6HCfk97/w9ta//WJ0ON71mYhvgIrU2xq/XdYufzUmx2drZPn8OHfXcm95fPPvuMO++8kwceeIAdO3Ywe/ZszjzzTHJzcz2mX716Naeffjo///wz27Zt4+STT+bss89mx44dLukiIyMpLCx0+bS3Uge+L19V1HsYPNpgsWnNfF3pKZ82Wmy8YbEqVDXmMyTBJnD22acv+CoMlY6ZdNAx1aWkxkBJC0s+jhl7mIa48I5RIO2z9QC1igHxYbY82mB9aC0fZ4tdvJ8Du7Nib7dyeMP1PfPvmfldl1AN8WH+tb9zPnZrujearA8a4honEG2x2LSkDFusimN5f2jjrk69yUq9jzLjaz9T6dT+cY7JkP+WlGKdgZKaFmTGpW0a82mDxcYX+Q9Uq+gfZ5MZ/6xPvikQFY1LcbZVDntd/H+XW5WZxj4gNrSpb26rNd0bzn1ZvJ9yqSiKi8wcLKr1mtYhM2FBDvlv77qYLVbHUqVdZhpMFuqNZr/z8eU9s7WLn/LvlEeRTk9pjfffOd6zMI3fhgroYT52zz77LNdeey3XXXcdI0eO5PnnnyctLY1XX33VY/rnn3+e++67j6lTpzJ06FAef/xxhg4dyg8//OCSTqVSkZSU5PLpCHx9SZs63CC/Ow9nc29r+bjOPtoucHbztSeqG0zYfT5TokMcS35t6QxbHtgbO8Iwrf8C5zZg+qJAxIY6K0Nt6aR0Xjt2uwA7Dx41BnOrzsN2/FWG49owgXCuS0WdsUVn8HKngd3vQcpNgfSGZ+XRtzxMFitmq48yY2//cP+fmXO7HGq0pnvC2V80OTqYELtlqJ19uTxNIH32F3Qre4sTVU9Wzo5S7MM09LHLjN7col+mMz7LjLP10c8JhHM/Y7eme6PcaQxwKN1tVCC9UXkM1meTRcHir8yEaZ2emf+T4YMtyYyTv2hKdDDBQerGfNq25OsNj++yzz62rv6OLcuMoTGfJkNFhR/GnTYrdkePHuWVV17hH//4B3fffbfLpyMwGo1s27aNefPmuVyfN28e69ev9+keVquVmpoaYmNdY9vU1tbSv39/UlNTWbhwYTOLXnvhLHAtOYN7EoTKepNPW8T96XA9W+x8FDgnQWhpA4X9ZYwMDiQoQN2Ggd1HK6ezIByDiRx8FOxwjf8drpNgt7SBwj5bjwvTND43lUverefjWyflonD5a31yf2ZeFAhFUZoGQ5dn5n/btOQM7jJJCbfLjNEnmXGvi0+D4TFabFraQOHsx+MiM+2tDNW2T12gZWdwT4NhWyaQLW2gcF7ujQwJJFDtp8y0QYF0TCDbkEdL+ThvaogL0zZNINvQn+0vbEFmXNxKbHWpqDe6KGze8LUu4DzOBPk/GTa6yow3a7pdLqNDgwgMUPvdn/nqWuLivuSnJc2vZ+ZkqGiSzQ5W7P744w+GDx/OK6+8wn//+19WrFjBu+++yzvvvEN6enpbbtkqZWVlWCwWEhNdfSwSExMpKvItXtV///tf6urquOiiixzXRowYwZIlS/j+++/55JNPCA4OZtasWRw6dMjrfQwGAzqdzuXjC87KUEvma2dn0+hQDfZYhr5sEffn5XEe2P3tPHwdDJ0FAfBbGbLvvIOWLYN2i53zsoKvW8T9GdidLXZNA277duwOi11YECqVyi9lyHmJBFpe8jmWGbve6Nsz0+nNDmuYy3vWBgXC7gzuCedJSkyoxhFWwb6LrSXc6+LzwO63xcZ1gPXa/rVuMuNnx+5cnxZlxsWtoMkq4JPMtMXKHeb/ZKjZpMvLBMJ5uVelUvn1PrvLTEvWdM8Wm7bVxavMNJgdylWbLHZGH2XGqS+LCQ1ykpnWn1lbLLYxocfmigEt9ZlNdQGOaTWlJWu6q2LflIcvO5b9G5sbDRWh/q8MQBsVu/vvv5977rmHPXv2EBwczFdffUVeXh5z5szhwgsvbMstfcbdedhXh+JPPvmExYsX89lnn5GQ0OS1O336dP7yl78wfvx4Zs+ezeeff86wYcN48cUXvd7riSeeICoqyvHx9ZxYv1/SMC0BapWjg/flJXU397YUWsWzJaV9Bc5dsTsWBdLuDO45nyZnU3tevoZV8HWQ0pssDj8n21LcMQ5SXvJpWu6x3d8fi43RYsV5XLY7g3ui+eaZ9u9w7XUJ0wQQHBTg/5Kvj23jbH0IUKuawir4UB/3urRkTa9wWb4+NouNt3BEzkoq4OQz6H/b+GJNd5YZs1VpNXiqex7gfWBvMFocaWPD2uC+4GP7O1vSAb8sNgazFcVFZrxb0z1abNq7Lo3tH64NRBsYcExWTvBt0h0YoHaEvPKlPu51acmaXuEyznRMXSrdDQjH0J+1ZE33KjMNrfvyuT+zlmTGbtCIDfe/b4Y2Knb79u3jyiuvBCAwMJCGhgbCw8P597//zVNPPdWWW7ZKfHw8AQEBzaxzJSUlzax47nz22Wdce+21fP7555x22mktplWr1UydOrVFi939999PdXW145OX51uEa/vLM7RxE0Frg2FsmG3XoD+dlD2PuDDbLMybM7izg3bbfJ/c69Ly4OFusStrwXG0pXy8dlJOTs2aQDWRwY27PP0Y2Af1CUOt8u4Mbq9LoFpFhDbQbyd9n+vi5F8DTZ2UL8/MWbF3tE0rVg53i50/s0/nunj6XbnTDBea2r/UTyXFd5mxd+yN73ON71bu+HAN0Y0y48mabrZYqXJyam6rxaa1ujhb0l3q0sZn1vp7pkEbGEBEo8z40gc4y4xK5d0Z3K6kBAWoCNcGtnnAba0ulW4WG3/6M+cJV2tt4xzuxNlf0DeZsbrk4U1mKpws9ra6+Osm4ZpPa8pwk2z6/p41yYwthI03y6DJaVNDWyx2+mbjTCsy06wubR3PWp502cPdRDTuUvZl0m1/zwY3ykxhtd7js7Y/G02AmjBNgGMyVNHRS7FhYWEYDLbMU1JSyMrKcnxXVub78Rr+oNFomDx5MsuWLXO5vmzZMmbOnOn1d5988glXXXUVH3/8MQsWLGg1H0VRSE9PJznZe1wurVbrOBfWl/Nh7dhfnhMG2nz8vHVSzV5SP2a59l1AIZoAxzZ3Ty+ps4N2TGiQy6zAl07K/pJObayLN/O1syC41MUHK4fV2rREYs/Hu5LSFIYAcNTHp0HK2KQMD+7jfQBx7ghtyz1+7iQ0ubZ/a4OHY1nBD5/BepOt/YMCVI44aZ7q4uzHE9uG2afdcjmxXzSBapVXZ3BvCpe/y0qtyUyFuzLkh/+LvS4hmgDGtiQzDU3BSaNDgtpssbG/y96s6c0mdn68y1ar4pjtT23tPXOyPgB++dnZ6xIfpm1RZiqd2sXmVuDvEpmtLq3JjHuf6U9d7O2vCVA74qR5ysfdX9T+TpssCjq9LxYbW5qJ/aIJUKu8WtMrnHbE2uri7wTSlo+vMtNsMuTHMwttTWacAvpGH8OGM/u77M2a3lyx910ZtlgVDGZXmfFmTXe4SYS3ZWy2OMo2qDHagadnVulwK7K54jhci3w8rQPaqNhNnz6ddevWAbBgwQLuueceHnvsMa655hqmT5/ellv6xN13381bb73FO++8w759+7jrrrvIzc3lpptuAmyWtCuuuMKR/pNPPuGKK67gv//9L9OnT6eoqIiioiKqq5se5sMPP8yvv/7K4cOHSU9P59prryU9Pd1xz/bE/pLaO4/DpbUelSjn3YrgrKT4PpMKCQpgeGOgxsOldV7ziAppdDZtfEH1Jt9CkThm7PFhhGsDMVsVj2fTNlsi8aMuBifT/oTGmH9Zpd78EptmhdC2ZxYcFMCwpNafWVwzq5B/1gd7+5fWGKjxsOzV5DjrvzJkH3CDgwIY3liXrLLmdXEOThrrZrHxxZpmV+KjQzX0jwu15eOhbSrclxX99BdrLjN1XqwcbvlE+K4M2a0CIUEBDHPITPO6OAf0dZaZBpOFOoMPA7tjxh5OmCagBZlpcpyGpvfNF8Ve7zToNclM8/Z3rk+TMuS7lcPxnmma+hmP7e9licxXi629beztX1JjcMR4dKmLu2z68cya5F/t1Gc2r4u7v6iLxcaPfibGWWZKPPQz3vyS/bRytiozxyCbepOPMtOYR3RIEAHqpslwvdG3UCR2xX5In3BCHTLT/AhDR13C/VeGnQ0SrY4z7pPuto7NLYwzTe1id8Xxz+UH2qjYPfvss0ybNg2AxYsXc/rpp/PZZ5/Rv39/3n777bbc0icuvvhinn/+ef79738zYcIEVq9ezc8//0z//rZAn4WFhS4x7V5//XXMZjO33norycnJjs8dd9zhSFNVVcUNN9zAyJEjmTdvHvn5+axevZoTTjih3ctv7wyHJUagUtlOmPDU8VR6WYrxqWO3vzyaAEfncaS8+eDhCOjbKNShmkCnsAq+KxChmkD6xXrPp6LOXRD88ONwEriRyZFe83DOx90vzZ98QoIC6O9DXRzKY5h/oUjsafqEN+129tg2jqUY/53nnetib5dcD3nY37HQRt83aJvFJjgogIGNs88cDwqke/u3NayKXWZqDWaPOx3tmyRi3Qd2Pztch8x4ULjK3QZc27PzPayCPZ9QTQD9GmOteX7PmnZ4Q9vaBWBEckRjHp4Vu4pmypDvCkTTM1PTr/GZ5bY0sXNTHn0NRWLPp0+E1nEPT/Vptqzoz4DrZLFtqS7u/qK2fPzvZ4KDAhjY2P7ZHupyLCs2tvrYlCG7wlVjMHvcROSuQPrjy+Ws2PsyztjzCNMEoA30Q2acLIOO/qzCn37GPx9bu8zkeKiL87GFbZp0u/TNtvbP9fguu8u/LY96Y+s7/O34fPKEM4MGDXL8PzQ0lFdeeaUtt2kTt9xyC7fccovH75YsWeLy98qVK1u933PPPefzqRrHir1ho0KCSI4MpqBaz5HyeodA2Sl3MveDvx27rfGDgwIcgTo9dYSV9a6dB0B8hIa8igbKao2O37ZWlxCNmgHxoewt1HkcDJt37P4PHppANQP7NAbqrTOi05uIdDq1wNlBu8kvxX8rV4gmgAGN9c5pYfCwzwojQ2yhSEwWm8B7O+HBPZ/gINsAUl5nJLeivllk+KZwJ7Zn5ZgV+qnY24Mb55TXNdtk5O7HZctHQ3ZZnV9WjpAg52fmfTB0b397KJLAgJbnlnaLTXTjsVeF1XqOVNQ7Bm5HfWrtnWHbJxCtyozb4GFfJjla2UBZncGhFHiti8szC2Vfoc6zYlfvarHzx5Jir4s2UO1QuMtqjdToTS4nfdQbzY4lW3cFwh+/NHtdwHP7u8t/VEgQgWoVZqtNZryd8OBeH/tEpaLOSG55PaNTXGWm+bKy/xYbl3fZwyTFXeGy5aMlp7zer77ZWTaPeMjH24qNPRRJgFrV7Dee6hMTapOZIp2eI+V1zY49dJ+o+LNM7qzYt6TYuW8EsstMflUDZbUG0mJ9lJnGvnl/UU3LBoQ2WB+b+mW1o13Kag0eZMbiWEVyt0D7tTKgaU1mXOU/XBuIJlCN3neD3bEFKDYajRw9epTc3FyXj+AZvYtlwPMAYnZzNoW2ClzTTCq3or5ZCAN3obbl47sCqfcw+2hpJt18huO7wIUEBRCuDXQIq3una7c8aALUjiN3HJs0/FGGglqesbvPCv0NRdJg8k2BdA5OCv4qqdamujR2mjV6s8PXxU6l2+QB/Gt/l469BYud+2DobygS52fWNIC45mOyWB0+Tm3ZFees2PePbWp/9+UrjzLTpgGk6T3zLDOuM3Z/rA/OA2FEcFPcsJwy1/fZ/i5rAm0O2q518dPK1aL1ofnA3tY+wJfB0N0Vw58JZLCTzOj0ZseJOXYq3ZRHcN6x3lZl2IPM1LrLjO+hSJxDt7hYoN2emclipcYuM8380vwdZxrb30eZafuky4eVIfdNen4q9pHBQV5XU+x5aAPVjkD7Tf7Pfr5nLY4z9lAnNvlXqVSOfHylTYrdwYMHmT17NiEhIfTv35+BAwcycOBABgwYwMCBA9tyy16P84kQLQlcpZuzKTgJnJ+WlJToEALUKgxmKyVufmDu1gfwLxTJsQqcL4EwnQUOYGC85469wtERBjmsUv7ES/NUl/zKBkxuwW3d6wL+hSLRu1kfoPkyqXtwUsAvJ33nugQHBZAYafutuzXVk8XOL4uN08De0rKS+2DoTygS5xMhgoMC6B/refnS/rzUKptFyDk/fzv2vjE2mdGbWpAZ50GqLUu+Gqe6eFzyc/Oxc4ox15rMOCv2gNcJhPMkpbnMtE3+j1Y2NAsI7e7HBf7t8ndWVPs5FAjXulitTjLTBqd2ZyU1RBNAQqN/preBPcajYu/fUpzdMpTtg8XOn1AkzidCtLRMan+XXWSmjROIvtEhqFW2+rnvjPYkM22adLUyGWq+MmCXGUOrcRkb3MYZ55UOZ5z7f7vMtNVNxq4MH62sby4zbvIPTT7DvtImxe7qq69GrVbz448/sm3bNrZv38727dvZsWMH27dvb8stez3OPljBGu9+Ke7OpuCfxcZ5wA0KUJPaeCC6+0vqfDSSHb8sNsbms0JffGz8mX06D4SA12USd2dT8NeS0rREkhgRjDZQjdmqUFDl6qTrWbHz32LTkmLvHJw0OrR5h9vajmX3TsqbZdiz9aFtVo4BjQp3XkV9M8XD0/KVr4Ous++LizW12SBl6wijQzVOMtMWfzGbzPRtXFJ3f888W+z8nww5W2w8+T86Byd1/teq0MyK1FIe4DRIuctMSxZ7P59ZUmQwGofMuO7yrKht4Zm1k/9rjd6TzDTJpb8y41UZ9qCk+hPyyNkvzZ5HXkWDd5lxnnT5OIFwlxmH/Fd4rktMqAa1ug2KvZP1WROopq9jnPGsDLu+Z22YdDk9M/fJkKIozWTT3t9Ylabd7K3Wxedxpo3vsmNsVpPcKDMmi9IsmoC7xR5c+2lfaJNil56ezuuvv86ZZ57JhAkTGD9+vMtHaI5d4NQq25JhazNpFz+ONlpsAK+WIU8WO/98bJqUof6OTsp19uHq++b/7NO58wDvMyn38BDQtl1xIUEBqNUqr5tBPLeNbx2u8xJJsEbtVeGydx7ODtr+hFVwVuwBr4NhhScfyzYOuMlRIWgCbJ2UuzLs7mMDvlts7HUJUKsIClC1LjOhTe3v3yDV6Jdqf2ZeNlB4rIsfTvp6D9aHvEpXZdg5OKl9Kd4mM7b/t/Y+u8u/t+VLz3Xx/ZnpvclMCwqEHV+XSV1kxmkC4e1dtgf0hSb5N1qs1LSyY9l9ZcD7BMJTn9k2ZTgl2iYzRou1ucy0uDLQctvY6xKoVhEU4N3/zaP1sU2uGPZ+xkt/5nFl4Ng2g7lPIBtMTb5v9voEBagdSr6vynBIazLTwmTI3xUbtVpFWqMy3Nya2hQr0467H35rtEmxGzVqVIfFq+ut6J2WSFQqlVeFy90JGJqEusHU+hZxX2efni0pvsdlcxnYnWbszrMP5+Ck9rAAznXzXeDUrnXxYknx1Hn4tdzTipWrpbZp7Zk5nwjhbLEr1Olddgc6ZmtOllTnsAp+d1LelhU8WVL8mUA4KZABapVjMHRfWjoWi41zXVQqlVfLsPuOaFsevodVaG7l9Lzk43GQaov/q0btVRl2Dk4a7iwzPr7PDW6Kvbf2d/fjAudwJ/752IH3wdCjzPj4zJxPhHD25SuobvAsM2GuMhPukBkfJ5Ct1KUl67O/S/4BahVpsZ5XU1peGfCx/ZspXD5Y0hrrUme0NDsloVk+XmWm9Xzi/VjydVbsU6JDHJvVCqudZKbx2Tv7i4LvlkH3/r81K7f7hjPnMvhaF2hpbG7+PrtvFmuNNil2Tz31FPfddx8rV66kvLy8TeemHm+4LyvaBaG8zugSy8zTy+McVqG1SPrO5l7nfLxZH+I8Wmz8C3fhbfbhHpzUjr0DaS2Wld7LM/PmL+KpLr6EVXDv2L37P7ZdgXQ+ESI4KIC4MA1hmgAUBZe4TO7BSZvy8a2T8tli24LFxt/ZJzQNhs7KkNHcZC2J9WCxaVVJca9LYx5ltUaXWGZN1scmi50/YRWaKfatDYbhzevi7yAVoFaR2jiwOyuq7sFJ7bR5kPK2FO9B/u2KsU5v9no8lKe6AF43ULjHygPfnfRd3FcC1cSHawhtlJmjlc1lxjkPWz6+Kar2WGlNFjvPvnwe3RfaYuXSuE1Und4zg9nieLc9Lfn6LDMad5kxuMRa9GR9tO++9CWfZisDXsaZlhTItkwg02Ka92fOseVcxxn/+plmLj8+KcO2PKobTK3LjNsz8+6O5Rq6CZrGM19pk2J32mmnsXHjRk499VQSEhKIiYkhJiaG6OhoYmJi2nLLXo97RxjhZfeN87l6dpyjT7c26DZbVohtPuCC84YD/y02LjuvNK5WLufZhyefJFvdfMvHffZpn0nZQ5645+NcF3tYBWh6pl7z8TL7dBZsm4N2YxgSF79E/6xPQQG2JRKbBar5oOvJ+mDL088Zu5ti79X60M6zz+yy5h2us4M2+PHM3OoSGRzkMZZZk1WwaVbrIjN+Wrn6tWZ98OC+0FpdnE+EaFIg7W3jLDP29nedofsa8qhZu7iFPHGvi3P7+yczbnXxKjMtWbl9q4smQE2gDzLj7ofk/8qAe7u0brHza8OZN9cSJ8uQXbEPUKtcQjr53Ge61SUqJMixjO/8PnvysVapVPTxcdXGm2LvzcrdFlcMq9OJEO7L5Dme6uLW/r4aKpxDhAGOJX97yJOW6uLsC++zz7j7e+bU/har4nHS3SlLsStWrGDFihUsX77c5WO/JjTHXUkBzxq7pw4X/Bds987jSLnrVnT34KS2PHzrcJ1PhHDv2F2tD14Ezsct4u51CdcG0ieiecgTTzNpf8IqeNtw4Dxj1+lNzRy0wXeLjXtdbPk0VyC8Wh/sM3YffWzcrU/eZuyewp20ZfbpacnP+V1Wq5vPpH19Zi4y48EC2dQRBuGMr4qqNyXVeZDyFJwUfA+r4CIzbpMhX+ri87vs1i6uYYKa9zPOA7tarXLUra0WG+e6VDeYHO4H0W2YQDjHF7PjyWfUPdSJHX8tg+4Wm9Iag8syvmcl1ZZHVb2p2S76ZvXxYcnP2V/UVWZ8tNh6HGea92eeLHbO+bSuDLvtvvbg/6goSssbDlrry5xWWppZoD3VpVmf6Z+SGuJkdLG/o56MLs75+CUz7n1zfFOYGDvVDSanoz6bPzNfaVOA4jlz5rTlZ8c17p0H2DqpHblVHC6t5aNNR4gN1Xh8ecB3J/1m1genWGa786tZvr+EheOSmwUnheZhFbwFwnT2vwh2m30cKa9j2d5i8ivrm47faavFzsPAPiAulNIaA/uLaticXcHI5EiPjsBgE+xincF3gbNbuZxime0v0vHrnmJmDYkDXB20bXXxc8D1oNgfKa/jmx1HGwMdu+6IbMrHP4uNY8YeGkR0aBBV9SZ25FaxPbeS+WOSPFrsohpnn/ZZY2JksNd83K1Pzv4i245UsvFwueNAbe9LZP4pqWBTINLzqjhcVseHG48QF6bxWBdbPm1TIJ1jme0+Ws0f+4tZMDa5WXBSaB5WQe1NZlyWFZsv+f+WUURBVYMjJFKzuvi4Y9XdLxVsMlNWa2B/kY5N2eUuMuPpPSupMfg9GDrvvtxXqOO3jGJmNspMhNMSn0td/Fwis+XT9MyayUxbFXs3S1pUaBBRIUFUN5j4//bOPDyqIuv/3+6k09k6TULIRkIIOzEgArKqIEIEWQd3eOPGoMjghsuIzrwwLoM6vMKLDoqo4DKvoAP8XkTeaBBEkSBbwh5ACGv2hXQWsnb9/ujcTi/3dt/urttJN+fzPHmU7tv3VN1zT9WpU1WnDl0w2cyktDjRWY5OIRqoVabdl5W1jYhxaDNS6xJFbMZD/Qfb9DOHL13F2VKTzUSHB4lGH01y3BtACDZTda0Jx65UYfvJYtw1IN48QBSLPlXUNjq2GYt+RlhWYTmw++F4EQqr2tYo821nwlBW04i8omrsPVeOVEubEXlmpdUN8geQIhvbThYakHWiGCN7ttpMcCA0FsnbXY3YueXYAaajuD755BOcPHkSKpUKqampeOyxx6DX653/+DpEPGJjagz/+8cz5gY9rrVhsJ+KkzfKsW1whVxmxYYG3P3BHjS1MHy9/xIA+8WmlmkVKusaJV8myxMhBOdPqMuOvBJ8f7wYAJCgN9XFborE1dFnkKVjF4b95yvxl83H0NhiRFBg2yJzqWfmdF2aTcNumcts6nu70dTCsGG/lF6s0ypYrvGwkiHSSQnO0P/su4jPsi8AaHtmUTYjNJc7KZuG/WpdFR5dtw9NLQxf7btoTk7aWWT0WVrdgNLqBknHrrnFiMYW8RH7+bJa3Lc6Gy1G1lYXqSkSZ52UzRQJ0Paerdh+Gk0tDCoVEKtrfc/CxTsp+REbdet/TbnMSqobMPODX61sxjI5KWCdVqGyrlFykbPliRBqs82YntmPecXIPF4EgIPNiA2GosNw4EIlXm21GW2gGmESNmPeQOHk/GPb9kzIZVbfZMS0921sxlYvFnVxZDNSHS4A/Ou3C1i3h5llm+pi/exdd4atHcgjl9tsZv2+i+b1ovY2o0VZTQNKaxokHTvbPKaA5fKFWtz74R4YGZzbjOzBsLVjD0jYjER75uqSn9Ag02xKaXUD/rDK2maCNWqEBrW5GoLT2mJkuHqtya6utnUJ1tjbzPaTxfi/Y85sxtXlK9Zt88ELlXhl01EZNqMFUC1/yUfrM0uMDDXn/xNsJmGfY/uXi1tTsQcOHEDPnj2xfPlyVFRUoKysDO+++y569uypeB67VatWISUlBcHBwRgyZAh++eUXh9fv2rULQ4YMQXBwMHr06IEPP/zQ7pqNGzciNTUVWq0Wqamp2Lx5s1tlc5QIUSxiI7ykgsEDQJHBtKtUKsrlarjXJCfMSk5B685V28WmVmkVHDQgUg2hbV0EOZ5HH6w7KQBmx6Kx2Sgd5XQzymWZy8z2mUmNcBstTj8QQ1QvUdLPzC6S4uL0tSP9CzuXbde+WcuR1n+9yLRigj4EQYFqGBnMU9bSdXExYhsk/cwYs7AZd5cviNhmdymbCbO2Gau0Cg6emVjnYasXSzm275n89UL2jn2Kjc00OLAZ2e+ZTX0sc5nZ2UyouF06S0Ui7tjb28yV1l3Fbk9fizhDUm2m7do3U32cy7HaCNJaHyHliZHBPGVt+Z5Z18W9XbFA21SsqM1IBRBcXL4AtDmQYv2MJUGBanO746g+cvoySzl275nMlFdidRGS4cuyGZnPzHaWIyhQbT6G0lk/E9V6Yo9c3HLsnnvuOUybNg3nz5/Hpk2bsHnzZuTn52PKlCl49tln3bmlLDZs2IBnn30Wr776KnJycnDrrbdi0qRJkseY5efn46677sKtt96KnJwcvPLKK3j66aexceNG8zXZ2dm4//77kZGRgcOHDyMjIwP33XcffvvtN5fLV+UgEaJYhzs0OQpBgWr0i9Nh45MjrfJwSS8Edi3cCwC39IoGADw6ujten5Fm/lxspCTHGRJrPJKiQpEUFYLOYUH47LFhuKlbp7ay24w2uujcbzxG9OgMtQq4uXskNjw+wmqKR7qTcm2NDQCM7hWNALUKL97ZF0/f0dvungJyU5HUNdrX5YYEPfQhGiRGhuDrJ0aaOy2xugiZx92J2AjTyDMGJWDV7MHmz23XvgEwr2GUo3+gbYpErVZhVM/O0AaqsXTmANw/NKmtLrbRR528VCSiNtM90oHN2G44cG8tJ2DSP9BqM9NvaKuLA5txNOgS7XCjQpEY2WYzg5I6WdRFYpDiYsQeaLOZYd2jnNuMTGdY7D27xdJmxvWSrIvcVCTCu2Fpl2kJekQEByIpymQzwtScqS7iG05cXS8IAKNbp8T+cFNXG5vR2NmMnHW2gl5UqjabCVCrMLLVZt6aOQD3DU20qIu4Y+8sFYlYW3azjc10ctDPRMudJhd7Zq0289joFGubEYk2RcuIQNdJBEMSI0MQHR6Ez21sRqqdcXVgDwAje7baTEoU1jvtZ+RFOcUGqpY285QDmwkMUGPHQvlL4Nyaij1w4ADWrFmDwMC2nwcGBuKll17C0KFD3bmlLN59913MmTMHf/zjHwEAK1aswPfff48PPvgAS5cutbv+ww8/RLdu3bBixQoAQP/+/XHgwAEsW7YMd999t/keEyZMwKJFiwAAixYtwq5du7BixQp89dVXLpWvoq4RyRLfiRlct86hOPiX8QgLCoRarcKrk1PxwjeHAUiPcmWPpC1e0qfG9cIjo7sjIlgDo5FhS+4V7D9fKdpJdQ4PwpkSx4v0xV5QTYAaWc+NaW24TNO/U1buRrORSUfsZO5WspQzJDkSuYvTodMGQqVS4elxvbDsh9MAHC2edv2Z/f0PaVh0Vz9EBGvQ0NyCrYcLcK6s1k6GSU4QqhuaUV7biB5dJGSINB76UA32vDwO2kDTrr83ZqQh45N9ABwsBHZjXdL9N3fDxLR48yh58sB4fHek0G5UaJIjP/og5JcT+OThm3GtqQXh2kBMSovD9pPFKK9ttBuxC6lIGpqNKK9pRGiUeDMkthA8uXOYlc28cld/vPjvIwCs050A7uXLE3j6DpPN6ENMNvO/uQU4cEHCZsKC8LsTOWIyNAFqbF/YZjMxOi2mvLcbLUbGdV2qrc08dXsv/FeWyWYsO3mTHJnLF0Tk/P0PA7Dorv6ICNagvqkFW48UmmxGop2paWhGeU2DOaIoR4Y+VIPsRXdY2cxDnwo2I6F/NyI2DwzrhkkDLGxmQDy+O1ooaf+AE5uxyWMq8OkjbTYzMS0OP54sMdmMzTMTUpE0NhtRXtuAxKBQiCG15MfWZl4y24x7S37EHPtn7uiNx25JMfczgs2IPzMtzpbWOnaGRaLPtjYTHa7F1PdNNiM5yyF7yU+b8zYkOcrKZhbc3gvvZp02HfVpO8vhwTrrpTMH4JXJ1jaTL9HPdHGwftMWtyJ2ERERolGyS5cuQafTuXNLpzQ2NuLgwYNIT0+3+jw9PR179uwR/U12drbd9XfeeScOHDiApqYmh9dI3RMAGhoaRHP3VTpq2EUiNoBpB44wArx7cFc8Mqo77h+aZD4KTMDdcC9g2iEqTB+o1Sr8454bcUuvaGSMtHdD5YT8peoSrAkwbyzoFxeB12ek4ZZe0RjT19rbkZsIU6zxAExpL4TG8fHbeuIPN3XFk2N7Wi02tZTj6JnZHpotYPnMtIEBWPHAIIzoEYX7b06yu4ecZyYWFQCAMG0gAlvLfWvvLnh+Qh/ceUMsbrQYiQLy0ypI6cZyynXx1FTc3rcL/niL/bnOctbYiDmPgCkCIURiOoUGYcUDgzA8JQrTByVYXWeZisTh9KVI9Bmwtpl7hiTikVHd8cDNSebpc3NdXDzhwrI+KpXK/MzUahX+cW+rzYywtxlZUW6RDlf4t2Az/eMj8Pp0k83c1kfcZmoamq2m9ezqIqEbK5sZ0wN/uKkr5ovYTLSMZRK2p6gIWNpMsMaJzchY/yhl/5Y2c1ufLljYajMDEztZ18XNpRgCVjYzrdVmbhWxGRk7o6Vk2NrM8vtNNjPtRhGbkeGo2J4VLGBpM/cOScTDI5PxwM1J5vVp5rrI3EnsrM10bjMy6iLxzCxtJjUhAq9NvwG39o7GbX2iRetS7cRmpORY2swTY3pgxqAEzB/b0/zu2ddFps1IPLNgTQBW3C9tM67gVsTu/vvvx5w5c7Bs2TKMGjUKKpUKu3fvxosvvogHH3zQowJJUVZWhpaWFsTGxlp9Hhsbi6KiItHfFBUViV7f3NyMsrIyxMfHS14jdU8AWLp0Kf72t7/ZfV7hII+N1MtjiUqlwpJpN4h+J7eTkup0LekeHYYv/zhc9DtZjYfImhQxHhzWDQ8O62b3ueXos6ymAUlRjkefjp5ZUKAay+8fJPqdnKk4yxMhbB0ISwYmdsL6x0eKfienk5JTFwB4ymLa10qGTVoF2w65TY54w25JjC4Yax8dJiFHTuchry639u6CW3uLhzA7hwfhytVrDhfpe2wzHkSfbElxYDNyohxiU1dizBreDbOG29uMThtoPoKqrKYBiZESNiPh2FuiDQyQtBk5+rc6EcKBHIc2I2f6UiRiI8bTUjbTapeVzmxGhm7k2Yzrjr0tt/XpYufUt8nRoqCq3vGUv0yb+dv0NNHv2toyuf2MdB/g0GZkzEBIOfa2zB6ejNnD7Z3HiOBA80kV5bWNdgM/ATm6MQ3ubxL9Tk5aFbF0R2LcmCRtM67gVsRu2bJlmDlzJh566CF0794dycnJeOSRR3DPPffg7bff9rhQjrDdQeVoV5XU9bafu3rPRYsWoaqqyvx36ZJp90+FrCiHW48c0a3r0oRUJJJyZHa6UshpcKWiAnKxGn3K6AydNexSRMuYvrI8EcLjZybDsXPWsEshpFUAHCeP9VQ3ctbYWO5Wcxc5i/Q9fZeFZKtCKhJJOR7qRk7ERm4nJYXcvIxyBxBSyIlyiW0EcF2OnLo4H6Q4olNokNlmKuXYjKd14eDYO0LWlK+H9i+ssRVSkUghZwDhCDln38oJUjhCpVLJciA91U3bWj7n+gdMp6gojVsSgoKC8N///d+orKxEbm4ucnJyUFFRgeXLl0OrdS3filyio6MREBBgF0krKSmxi7gJxMXFiV4fGBiIzp07O7xG6p4AoNVqERERYfUHAOU10psnPG08LFORXJWIDEqFe11BTpTD0w7XJEe+A8HD4bJMziwmQzg02x3kRAZtT1FwFSGtAuD6In1XkBV98rDBNclxwRlyU45lKpKrEhubrE6EcFMOz4iNLDkOB5CeOUOWHa4zmxFOUXFLjgsDCHfrEmCVPFa5QRfP6JMcOQ6XSXjocFmmIpHaDCh2IoSryFvyY78r2nU5rq0ZdkuGRZTTmc0Ip6gojUcSQkNDMWDAAHTv3h0//PADTp48yatcdgQFBWHIkCHIysqy+jwrKwujRo0S/c3IkSPtrv/hhx8wdOhQaDQah9dI3dMRjo4U8dTgrFKRSHS6csO9jnClwfUVg3OUVsHTzsNSjpJ1AVxbl+K+Yy8nysnDsVe+LlapSCTeZ7FTVFzFaxEbOZFBD+UIMhqbjVbn8VriaVsGyIvYeOrYA/JSK3mqG1mDYS/bv7tyrFKRSDwzqxMh3J4ZUL4ugLwNdJ4HEEx1aWg2olZizTiPWQ5XcEvKfffdh/fffx8AcO3aNQwdOhT33XcfBg4caJVKhDcLFy7Exx9/jE8//RQnT57Ec889h4sXL2LevHkATFOkDz30kPn6efPm4cKFC1i4cCFOnjyJTz/9FJ988gleeOEF8zXPPPMMfvjhB7z99tvIy8vD22+/je3bt7uVtkXeVKxyLymPcK+sTspbo08Pp6/lpFXwdLoX8E7jYZIjJ2Ljaccuf/TpSccuZ5E+l8iwk4iN1YkQSkYfZK5LdSxHeWc4JCjAnLRc0mY4drjubNJyTY6cQZdn0SfLjAWSNsOlnZEfGeYx5StpM1b9jKdLfhQeDMtZ8iOxSUsuoUGB5qTlUrrhMbBzBbdamZ9//hm33norAGDz5s1gjOHq1atYuXIl3njjDa4FtOT+++/HihUr8Nprr2HQoEH4+eefsW3bNiQnmxZOFhYWWu3WTUlJwbZt2/DTTz9h0KBBeP3117Fy5UpzqhMAGDVqFNavX4+1a9di4MCBWLduHTZs2IDhw8UXfTqivNZRHjvPGg/AeWSIR7jXpYiNBy+prNEn14ZdwuC4OlzKrRcEnCf2bTEy8xE+3hh9eiti565jb5Lj2IEUO0XFZRlei9gqP30JOH9mPCJpHSViI3aKiusyTHWpbzKac6/ZwsWxl7FIn48z5LidETtFxVXanEflIqmWcuRM+fJoz6ScYR56cQW3dsVWVVUhKioKAJCZmYm7774boaGhmDx5Ml588UWuBbRl/vz5mD9/vuh369ats/tszJgxTk/DuOeee3DPPfd4XDZHETse01fOGnYui9pt0iqIOVV8O3aFO6mwIFwor1PU4LzX4cprPDyRI4w+6xpbUF7TYI54WsKnwXUe5fTG9DXP9aLVjmyGi2PvfADBY9DVOTwIFyukbYZPRyg/3Y1nzpDjZyZ2ioqrhAYFIkQTgGtNLSivaTQfPWUlxwv2D3AeDCvq2LfaTH0zGppbrM7fFuCz5EdGoILTDNSlimsy+uYOHLFLSkpCdnY2amtrkZmZac4DV1lZieBg+Un0/A1HuxU9DfcCziNDPDpcIa0C4GDKl4fBuTL69ML0NY8OV0irIIY3HEjLaUWtBzuvnI2m+TSELkyR8HjPFKxLRHCbzUjapo+sFwKcp1biuca2sq4RzVI2w3VmwPnyFR42U6rgVJxLA0hFp2I9d+wjQkypSACFp/yFpRgSdmmVx5TDe+Zs+rpDT8U+++yzmD17NhITE5GQkICxY8cCME3RDhgwgGf5fIqqa82SjRTfBle56JMpeayzKIdnuwgB50dkiR2a7ZYcZ3XhEBWIlJFWgWfj4cyxtzw02z05jnXDo2OXk1aBTzTNccPOQy/WqUiUm/J39i43tRjRbPSmzbgvQ7AZxqTzf3JZy+kkYiN1ior7cpRzhqPDZdgMx35GyXfZOhWJhG48zCQAOD9WrKmFmdOHKTmA5PHMXMGtJzZ//nzs3bsXn376KXbv3g212nSbHj16KLrGzheQbKS47iRUNtwre40Nl/WCjmUAvCKDyhmcdSoSZ05Xx44+WctRzrGXk1bB0zQkgPNF+jz0YpLj2BniMn0lc70gYH0ihKs4a2d4RNIsU5F4Y5OGko49IGPQxaEuwvNqNjIY6iVshsuSH3l64WUzUhvouAyGZK4X9FSOs9k0n1hjBwBDhgzBkCFDrD6bPHmyxwXydcprGhGjs5+O5tOwO54iEzqpUA8bKaeheK6dlGn0aRthEmSoVXymSJx1uKFBbpsCAJNuymoaHHS6yi/QvcaxLoDzAUSoB3UR0ipUXWtCWU2D6HmifBp2uc+MjzPszDZ5bTgRsxmhUw9Qq8xTw27JCfOOM9Q5TIuymkbn6x95TCtKnHDCQy+A/EGXJ+9ZUKAaEcGBMNQ3o6ymAZ1EzhPlueFI+X5GntMV4kF7ZrleUOzgAUEvgWoVgjzqZ2Tav5emYt1+YpcvX8aWLVtw8eJFNDZaK+bdd9/1uGC+ipKjT2fna/JscAFlF5wLo08hYmPbsUsdmu0q0XLX2PlQxEZIRWL7XCynYj1B9uiTwwDC5Ng1ordIPnAeunE2FcMtyik3YuPBM7ON2Nh27JZtjEc24+SZ8ZpW6hweBBQrOzNgmVZH1GY4vsuAshF7wNQGmBy7RvSKEZHDc/paYfuPdjJrw7OfaWphMFxrhj5UY/U9L8feeZTT84G9K7jl2P3444+YNm0aUlJScOrUKaSlpeH8+fNgjGHw4MG8y+hTiDVSPE6EAJyPcHh1UnIjNp7IsRx9ltfaR2x4N7jOO1wPnSEvRmyEVCS2O1Z5O/ZKO8PRYVqcK611ajOeJaiVtyuWR4drkqNcxFYbGABdcCCqWzt2KcfOc70ov5MYcH76CM9NGkIqEtsdq/ycVC8NusODcK6sVlQ3VqeocJkZUHrJj9wBpPttc7AmADptIKobmlFW22Dv2HHY1AjIXybRoTdPLFq0CM8//zyOHTuG4OBgbNy4EZcuXcKYMWNw77338i6jTyFmcFaHZnOYVhBSkdjCPfqk9IjNQcPOrZOSuajZWxEbT+ojpFUAxOvDPfqkYPTZmRweJ0KYZFinIrGFnzPsJGLLLTIg/T57emydgDMnhVvEVm7ExgM5oUEB5gi2mG746cXZYJhPxMbRmmEeJw8B9qlIbOHv2HvJgXTQzyjdZnp7jZ1bLcDJkyfx8MMPAwACAwNx7do1hIeH47XXXsPbb7/NtYC+hpjB8ToA2DIViVijW8d58Xx7Glxdo+k4I8/r0paKRGzHMr9QvEwHUsEpnzre0Sep0Sen9SKOFulbJnr1pD4RwW1pFcTSEdWZ9c/HGXK2Ls3TyICjNDH8OlzHqUj4vWfOOkPPnSHL3Zdii/TNdVF8+Qqn9syh/bcdAefuiRCAKRVJoFraZrg5Q17YPAM43kDFe41lRV2jeZetJYJuOnQeu7CwMDQ0mB5SQkICzp49a/6urKyMT8l8FEejAk8PAHaWVoHHbjVARsSG94JjkQaXV1Sgk0UqErEdyzzy2AGOGykeJ0KY5ThqpHwtYudgkT6PEyEA52kV+Ec5vRQZVlD/kaFBULWmIqmss999yX/60r4uPE6EEHDkQPJIdwQ4T+rLzbGXYf+enAgB2PYzDgYQSk9fcth9DzjOZcer/Y8M1VjYjJgcPnWRi1tv84gRI/Drr78CMO2Eff755/Hmm2/isccew4gRI7gWUKCyshIZGRnQ6/XQ6/XIyMjA1atXJa9vamrCn//8ZwwYMABhYWFISEjAQw89hIKCAqvrxo4dC5VKZfX3wAMPuF1Ox9OKnh8A7I2wsrfWCzgafQqG4OkIx1laBd6dlFjjweNECAFHZx9yi6Q5GX3ymyZ34KRwGjwAjtMq8GrYnaVV4DXl52hdGi+9BKhViAqVdlS4OUMOdizzOBHCLMeBM8Tbsa+olbAZLyzS5zUYBhzP2nhjxgbgqRs5g2HP3uXAALU5hZOSA0i5uFWbd99913yW6pIlSzBhwgRs2LABycnJ+OSTT7gWUGDWrFnIzc1FZmYmMjMzkZubi4yMDMnr6+rqcOjQIfz1r3/FoUOHsGnTJpw+fRrTpk2zu3bu3LkoLCw0/61evdrtcjqaivVFgxM71Nq7BsfvmbVXxIbXiRDO5PCqi/PRJy/HXnm9OJPDf42l+EHw3PKlhTlwuHi2M44cCN76d7J8xWOb8cJgSHCEjQy4KmIzPKaVAcezHDxOhDDL8cq6tDa7tLUZq81TXonY8uhnlI+my8WtXbE9evQw/39oaChWrVrFrUBinDx5EpmZmdi7d6/ZoVyzZg1GjhyJU6dOoW/fvna/0ev1yMrKsvrsvffew7Bhw3Dx4kV069bNqg5xcXFcyiq2JoFvJ+WokeIT7rVKq2CzRZzXiRCAFw3OQVoFfh2uA+eB04kQgHciNsLos6LWlGNMiOAK8EuE7OBd5hh9cJRWgdd7ZpVWob4Z+hBrm2nmkN0e8KIzHKYFUKPoAFJW9MnD1C2A40X6fG1Gg8q6JpTXNppl2spRcpkMzzbT0awNjxMhgDb7b2wxorqhGRHBljZjcSIEt3Wpyi35AUy6OVOi7JSvXNzWzNWrV/Hxxx9j0aJFqKioAAAcOnQIV65c4VY4gezsbOj1erNTB5img/V6Pfbs2SP7PlVVVVCpVOjUqZPV5//6178QHR2NG264AS+88AKqq6sd3qehoQEGg8HqT8CRwfFYOOlokT6vhl0bGICIYJPPbzt9ZXUihIeGLa/x4BexEZ/y5dRJ6UyNx7WmFqtFzADfDtdRjime6zgcTpPyGknrHHS4nPQCOB4M8WrYgzWmVCSA/TPjld0ecHxEFvfBkMJyhLrUNdrbDFfH3svOkKP3mdczU9JJBRyvGeb1zIRUJGJyuNqMg+Mr+bYz3pmBkoNbPfORI0fQp08fvP3221i2bJl5rdvmzZuxaNEinuUDABQVFSEmxj4bY0xMDIqKimTdo76+Hi+//DJmzZqFiIgI8+ezZ8/GV199hZ9++gl//etfsXHjRsycOdPhvZYuXWpe66fX65GUlGT+TiwVCc8pEkeHDSvSSFWLd1JqFTzKbg84XmPD1xmWzsvEKw2BZSqSsmrxRoqPXqQz6SsxfW17qLlVTkZPHXuLtAp2NsNp7Qsg/S4DfBt2qfQ9lidCCDt03cVRjjHzulQu7YwMJ8VDOY5SkfBcY+moLkrMptjqn1ceU6DN/g0iqUi49jM6cfsHODuQEu+z5YkQGo/7GefOMA/9d/HSeyYHt57YwoUL8cgjj+DMmTMIDm47PmvSpEn4+eefZd9nyZIldhsXbP8OHDgAAKLheLFM4mI0NTXhgQcegNFotJs2njt3LsaPH4+0tDQ88MAD+Pe//43t27fj0KFDkvdbtGgRqqqqzH+XLl0CAPMLWGIQd4Z4drjFhnq773iGewWDK7bpDHmdCGGSYapLiaHebo2FEk6q2DPjHYoHgOJqazlc9SLov9pBXTg2uLbvslVORg/lRIS0pSIptX3PuOpF+pkpscbG9j3jdSIE0Naxl1Tbr+VTYgBRbFCuk7LcsSz1zHhuOHPUZvJ8z0ps5PDKLwcAEcEas83Y2ibfqXhx+weUeWZ2+ufq2LfVRUmbabN/R0t+PH+f5eCWlP379+OJJ56w+7xr166yI2gAsGDBApw8edLhX1paGuLi4lBcXGz3+9LSUsTGipxFZEFTUxPuu+8+5OfnIysryypaJ8bgwYOh0Whw5swZyWu0Wi0iIiKs/gCge+dQAMDvpdZTuTwNrkeXMJOMkhq773i+pD2iw0Xl8Jwi6RYVikC1CrWNLSiskjBsDobQI9r0zM6KPTOODUiPLk6eGUf9Xyyvkxyx83AgpepiNRXPoWNPiRZ/n/nqxZHN8FtwLiWHZ4QjKSoUAWoVahqaUWTTGfJtZ1r1XyrdzvCoj7NnxqOdEepyobzOnHbIVg6PuvR08i4DnuUxBQC1WoXunVvllCr3nknZP8D5PZN6ZpzSwwDWNmPrdPFc8uPomfGcGZCDW29ZcHCw1boygVOnTqFLly6y7xMdHY1+/fo5/AsODsbIkSNRVVWFffv2mX/722+/oaqqCqNGjZK8v+DUnTlzBtu3b0fnzp2dlun48eNoampCfHy87HoI9IoxKfZUkbhh83hJe8fqAJhG7JU2a4Z4GlyfOJOc00XWTirPxiMoUG3u2E8VK+cMm+tSXAOjUXzExqM+fWMF/StXl3h9MHTaQDQbGfLLaq2+4+lA9m19z2z1IsjQBHg+RQIAfZzI4aGX3q12WWxosNuxyLNhF+py2rYuHAcp2sCANpuxtU0F6nKmuNreZjjKkXrPeKWHAYAEfTDCJW2Gn2MvtDNS77KneUxt5di1zVz1b7KZIkM9qmxyGXJtZ+IkbIajjGBNgDnoomQ70zfO9MxEbcYXpmKnT5+O1157DU1NJoWrVCpcvHgRL7/8Mu6++26uBQSA/v37Y+LEiZg7dy727t2LvXv3Yu7cuZgyZYrVjth+/fph8+bNAIDm5mbcc889OHDgAP71r3+hpaUFRUVFKCoqQmOjqXE/e/YsXnvtNRw4cADnz5/Htm3bcO+99+Kmm27C6NGjXS6n4NjZv6T8Go9wbSASI0Mk5PDrQPo666Q4vaDecCCTo0IRFKjGtaYWXK68JipH0Y6dowyVStXWgUg8Mz4NrngjxXvkaX7PFKyLLliDrp0Em1EuytHXScfOy2YkbZNjXbp3DkVQgBp1jS24ctXaZnil7gAsB13K1UWlUpkdFUkHkqOTerqo2mrKj+e0sqUc6ffMczlWNlMioRuObabdYJhzP9NXsp/h9y4ndw5DUIAataI2w+89k4Nbb8CyZctQWlqKmJgYXLt2DWPGjEHPnj0RHh6ON998k3cZAZh2rg4YMADp6elIT0/HwIED8cUXX1hdc+rUKVRVVQEALl++jC1btuDy5csYNGgQ4uPjzX/CTtqgoCD8+OOPuPPOO9G3b188/fTTSE9Px/bt2xEQ4LoCeku8pF5r2Dl2uoIhnC+vtZp+4/2C9pNqpDg2uIEBavTqYt+w8zwRAgD6xZmm5O0jKXySLQtIjXJ5HJot0F2ikeL+Lks4Qzw7XEdylIg+nC+TsBnez8x2ZoCjnMAANXrG2EegeZ4IAQD9vDBIAYC+rbap5ACie3SbzVgOIHm2ZYAM++c16JaYgeCZL6+fuZ+ps7IZns4jAPSNbW2bFexnNAFq89ICS93wTBEmF7fy2EVERGD37t3YsWMHDh06BKPRiCFDhuCOO+7gXT4zUVFR+PLLLx1eYzlK6t69u2iiUEuSkpKwa9cuLuUD2qZ8fi+tQXOL0Rx25+0M9YnT4ce8EkU7qejwIESFmXKZ/V5Sg7SueisZvJwUZyN2np3hiUIDThdXY0KqaV0mzxMhAFPEVqUypdUoq2kwb9pQyrGXnPLn2LGfLDTgVFE1kqJMUxm832WhkzpTUoMWIzMfH8b7mfWJ1WFHXoldx87TgewSrjXnMrOyGc6OvVRkmKdjD5iWFpwsNOBUcTXGCzbDcSMA0GYzZTU2NsPbGZKI2PFsz4SOPa+oGqeLRWyGs/2fKbaxGc650vrE6bDzVKmiDmQXnRadQjW4WteEs6U1uCHBup/hEX0E2mYglHaG+8bpkFdUjVPF1bijv30/0yHX2P3222/4v//7P/O/x40bhy5dumDVqlV48MEH8fjjj5vPkL0e6dopBCGaADQ2G3Ghos78+blS07oOIWePp7SF/Ns69hJDPWoaTLmgwoM9l2M1fWHRGQprVHjXRWikAMBoZLhQbnp+OouklZ4gFvIX6qIJUHmc3R4wdULJrY35aSs5Jj3pOOgFEO/Y6xqbUdS6ASWC0zMT6wyFdzmck/6TIkMRrFGbbKa8bf2T+T3j9MyEht2yLsWGetS05k/jUR+Tzdjrhrf+25zhaiubOV8u2CYnmxEZdOWX8rWZ0KBAdBNsplikneFlMyJ1sbQZ3rqxspnWuvBolwHTZoBgjRoNzUZctOhnhGfGz/7t28yiqnrUNvLuZ6Tfs3Be77KFDGFpSYulzfBum0X6maAANRebkYNLUpYsWYIjR46Y/3306FHMnTsXEyZMwMsvv4xvv/0WS5cu5V5IX0GttneGLpbX4cc8047eiWl8TrcQGo+8IoM5Kvl59gUwBgxNjkSMLtjRz+XLsTG4phYjvsi+AACYNMD1zSViWDZSQse+I68EFyvqEBEciFE9O3ORIzbls/bX8wCAO2+I8/hECAHbzQBVdU3YdMiUtPsuTs9MeMcuVtShttWZ33joCqobmtEtKhT94x3v/JYtx6YzZIxh3Z7zAPjVxWQz1rq5UF6LH/NKAHC0mdi2afI2mzkPxoCbu0eii07r6Ofy5dh07I3NRnyxt9Vm0vg8s25RodAGqlHf1Nax/5hXgksV16AP0WBULwVtZk8+AGBiWrzHqVsEbDtDK5vh9MyEtuxiRZ05GfLGg5dR09CM5M4cbcamLowxrGttZ3jpP0CtQu8YQTemTYzny2qx45TJZu68gW8/c6rY3maGdY+yO5HGbTk2MxCNzUZ8+ZvJZu4awKcuyZ3DEGRrMyeLcbnSZDMjOfczeRY2I+h/YlocN5txhkuOXW5urtV06/r16zFs2DCsWbMGCxcuxMqVK/H1119zL6QvYdtJrd2TD8aAMX26mNfgeUqPLmEIUKtgqDdt365vasG/Wg1hzi0pXGQA9ru8th0tRJGhHtHhWky9kX8jJTgQn+w2dR4PDu+GME6RIaEuZ0tr0NhsREl1Pb49XACA7zOzXf/y1f6LqGtsQb84HTcntXO41tyonikx7fRd2/rMHh3d3Tw14ym2I/bf8itwvMCAYI0as4Z1c/RTl7B1htf+auo8xvbtgl4xfG2m6loTSqobcK2xBf/67SIAzjZj07FvO1qIYkMDuui0mHpjAhcZAWoVetsMID/ZfQ4A8OCwbggN4ht9OFtag6YWI0oMCtmMWf+mjv1/9l3EtSaTzfDqcE02EwTGTLMDRiPDp60d7qOjFLCZ1rrsPVeBE4Umm5k9XAGbaXWG1u0x2cztfbuYN/F5Ss8u4VCrgKt1TShttZn/2WeymccU6GeENvO7owUoNjQgRqfFlIEcbSbGOmov9DOzhvO3mXOltW02c4S/zTjDpdpUVlZa5Y3btWsXJk6caP73zTffbE7We71i2bEb6pvw9X7T8+CpVCHlwe8lNThVXI0rlddQWdeExMgQpHMarQHWHTtjzGwID41MhjaQ31qBPrE6HL1ShVNFNUiKqkL2uXIEqFV4eGR3bjKElAc1Dc04X16LrYcL0NhixOBunXBTt0hucgTDziuqRlOLEZ+1RrgeuyWF62itb1w4yn5vwOmialTUNuBcWS102kDcOzSJmwzbjl3Q/8zBiYhsTcbJA8vIcNW1JnxzgL/NCCkPzpbW4lRRNS5V1uFqXROSokIwIZWjzcRJ2MyIZARxnIbpE6vDsSumNaOJkSHYe64CgWoVHh6VzE1G104hCAsKQG1jC86X1WLL4QI0tTAMSY7EoKRO3OS07fI2WNnMHM420ydWh7KacpwqrkZZTQPyy2qhC+ZrM4L+z5ZY28zdgxPRKZSjzVisGau61oSvzTbTw9HPXCJYE4Du0WE4V1qLU8XVuFBuspluUaHmdco8cNTP8LSZvrE6HC8w4HRRNbp2CsFv+a02w7GfsbSZC+W1+H85JpsZmhyJGznajDNcemqxsbHIzzc99MbGRhw6dAgjR440f19dXQ2Nhs+cuK9i2bD/c+fvqG1sQZ/YcNzaO5qvnFZjyD5bjjW/mEbrj3AceQJtDW5hVT2+OXAZRy5XISiQ78gTaAtfH71SheVZpsTQdw2IR0LrdnseWK4Z/PFkCb40R2v4NYRAW11OF1Xj8+wLKKyqR3R4EKZxitYICFOLhy5W4r0dvwMAHhiWxG3tGwAkRpoaqaYWho0HL2P7SdOSgsdG8x159rWYvljVajN9Y3W4pRdnm2mVs+dsOT7+xdSOPTIqha/NtNplQavNHL1SBW2gGrNH8HO4AGubWbH9NACTzcTrOdtMq5wf80rw5V7+swKAhc0U1+Dz7AvmWYFpgzjbTKucHAubeXAYv1kBoK1jb2wxYuPBy+ZlODwjXEDbLt+8IgP+ufN386zAaE7T8GY5sZY2o0w/I8i4cvUavj5wCceuGKANVGPWcL4209eqnzHZzOSB8YjT81m6BJiWlggzcz+eLFFkJk1WOVy5eOLEiXj55Zfxyy+/YNGiRQgNDcWtt95q/v7IkSPo2bMn90L6EsJLeq6sFqt3mQzh8dt6cp9bFzqQD3edRX5ZLTqFanD/zfxGnoBpEW5C60v/0kbT2sr7hiaaj4HhhdB5bD9ZjO0ni6FSAXNv5W8IgmG/nZmHitpGJHcOxZ038Bt5AqaUB5oA02kar289AQB4dHQK991Qwoh9/f5LyLl4FUGBajw8qjtXGZYd+8ubjoIxYHz/WG5TPQKCXs6V1mL1z4LN9PCKzdw3NJGrDH2IBvF2NpOEKI4RTqCtLlknirH9ZEmrzfAdpABt7dlb/5eHyromdO8cinSO0RrAlFpHE2A6GaDNZrpznRUA2ury1b5LyL10FVoFbMayYxdsZkJqLHp24Wwz5mh6LT7ygs188NNZnC+vQ2SoBvdx7mf0oRrERZhs5s8bjwIA7r9ZAZtpbWd+OFGMH/NKoFbYZpa22kxKdBjXmTQ5uOTYvfHGGwgICMCYMWOwZs0arFmzBkFBbQ//008/RXp6OvdC+hLC9m3AdLLCf05Jxd2Du3KXI3TsgGkx/VdzR3DbQWqJYAwAkDEiGX+ZnMpdhmAIABAVFoSPMoZiYGIn7nL6WMgZkhyJL+cM55IJ3hJNgNrciKtVwNN39MYTt/FvPCzr0rVTCL6cMxyJkaHc5VjqZsrAePzXfTdylxGj00If0mYzi6emYqYSNmNRF0VtxkLOQyOT8erk/txl9I2zt5kBiXrucizrMjQ5El8oYDNBgWrzEYZqFfCMUjYTZ20zX8wZbk7CyxPL92zqjQlYdi9/m4mN0CKidSenttVm/nCTEv1MW136xurw1eMjuM4KCFjq5uGRyXjlLgVsxkIvnVttRkhJxBPLugxNjsTnjw3jGuGUg0sa6tKlC3755RdUVVUhPDzcLonvN998g/BwviMTX0OlUuHpcb3xy5lSLLqrv1XDyJPb+nTBuH4x6BOrw7PjeyuWH+ex0SloaDLi8dt64PZ+MYrIiI3Q4qGRyaiub8aiu/px29Vry+QB8diRV4KRPTvj8Vt7cO+gBJ4c2xPfHLiM5yb0wZBkfuv3LBmY2AlTb0yAPiQQL03sxy3FgS2zhnfDhfI63H9zEqYPSlBkV5dKpcIzd3jPZvrG6fDMHQrazC0paGxW1mbiIoKRMSIZNQ0K28xAk82M6qW8zfz7oMI201WPKQPjERkahBcn9lXUZi5W1OGBYUmYPoi/swW02sz4Pvj19zK8PKmfYjYzxls2M7o7mpqNeHxMD9zeVxmbidebbKa2oRmL7urPbSe8LVMGxmNnXglG94rG47f18LpTBwAq5iyLL+EUg8EAvV6PqqoqRETw2TZPEARBEAQBuOZn8I+pXocIvrHBYGjnkhAEQRAE4W8I/oWcWBw5dhyorjblxUlK4ruolCAIgiAIQqC6uhp6veO1gTQVywGj0YiCggLodDqvZZa+XjAYDEhKSsKlS5domruDQbrpmJBeOi6km46JL+iFMYbq6mokJCRArXa81pUidhxQq9VITOSbNoGwJiIiosMa3PUO6aZjQnrpuJBuOiYdXS/OInUC3jmRliAIgiAIglAccuwIgiAIgiD8BHLsiA6NVqvF4sWLodUqk3OIcB/STceE9NJxId10TPxNL7R5giAIgiAIwk+giB1BEARBEISfQI4dQRAEQRCEn0COHUEQBEEQhJ9Ajh1BEARBEISfQI4doThLly7FzTffDJ1Oh5iYGMyYMQOnTp2yuoYxhiVLliAhIQEhISEYO3Ysjh8/bnVNQ0MDnnrqKURHRyMsLAzTpk3D5cuXRWU2NDRg0KBBUKlUyM3NVapqPo039XL69GlMnz4d0dHRiIiIwOjRo7Fz507F6+ir8NLNRx99hLFjxyIiIgIqlQpXr161+v78+fOYM2cOUlJSEBISgp49e2Lx4sVobGxUuoo+ibf0IvDdd99h+PDhCAkJQXR0NGbOnKlU1XweHrqpqKjAU089hb59+yI0NBTdunXD008/jaqqKqv7VFZWIiMjA3q9Hnq9HhkZGZI6bA/IsSMUZ9euXfjTn/6EvXv3IisrC83NzUhPT0dtba35mnfeeQfvvvsu3n//fezfvx9xcXGYMGGC+RxeAHj22WexefNmrF+/Hrt370ZNTQ2mTJmClpYWO5kvvfQSEhISvFI/X8Wbepk8eTKam5uxY8cOHDx4EIMGDcKUKVNQVFTk1Tr7Crx0U1dXh4kTJ+KVV14RlZOXlwej0YjVq1fj+PHjWL58OT788EPJ6693vKUXANi4cSMyMjLw6KOP4vDhw/j1118xa9YsRevny/DQTUFBAQoKCrBs2TIcPXoU69atQ2ZmJubMmWMla9asWcjNzUVmZiYyMzORm5uLjIwMr9bXIYwgvExJSQkDwHbt2sUYY8xoNLK4uDj21ltvma+pr69ner2effjhh4wxxq5evco0Gg1bv369+ZorV64wtVrNMjMzre6/bds21q9fP3b8+HEGgOXk5ChfKT9AKb2UlpYyAOznn382X2MwGBgAtn37dm9UzedxRzeW7Ny5kwFglZWVTmW98847LCUlhVvZ/Rml9NLU1MS6du3KPv74Y0XL7894qhuBr7/+mgUFBbGmpibGGGMnTpxgANjevXvN12RnZzMALC8vT6HauAZF7AivI4S1o6KiAAD5+fkoKipCenq6+RqtVosxY8Zgz549AICDBw+iqanJ6pqEhASkpaWZrwGA4uJizJ07F1988QVCQ0O9UR2/QSm9dO7cGf3798fnn3+O2tpaNDc3Y/Xq1YiNjcWQIUO8VT2fxh3deCJLkEM4Rim9HDp0CFeuXIFarcZNN92E+Ph4TJo0yW5Kl5CGl26qqqoQERGBwMBAAEB2djb0ej2GDx9uvmbEiBHQ6/Ue2x4vyLEjvApjDAsXLsQtt9yCtLQ0ADBPx8XGxlpdGxsba/6uqKgIQUFBiIyMlLyGMYZHHnkE8+bNw9ChQ5Wuil+hpF5UKhWysrKQk5MDnU6H4OBgLF++HJmZmejUqZPCNfN93NWNO5w9exbvvfce5s2b536BrxOU1Mu5c+cAAEuWLMFf/vIXbN26FZGRkRgzZgwqKio41cB/4aWb8vJyvP7663jiiSfMnxUVFSEmJsbu2piYmA6ztCSwvQtAXF8sWLAAR44cwe7du+2+U6lUVv9mjNl9ZovlNe+99x4MBgMWLVrEr8DXCUrqhTGG+fPnIyYmBr/88gtCQkLw8ccfY8qUKdi/fz/i4+P5VcQP4a0bKQoKCjBx4kTce++9+OMf/+jWPa4nlNSL0WgEALz66qu4++67AQBr165FYmIivvnmGytHg7CHh24MBgMmT56M1NRULF682OE9HN2nPaCIHeE1nnrqKWzZsgU7d+5EYmKi+fO4uDgAsBvtlJSUmEdXcXFxaGxsRGVlpeQ1O3bswN69e6HVahEYGIhevXoBAIYOHYqHH35YsXr5Ot7Qy9atW7F+/XqMHj0agwcPxqpVqxASEoLPPvtMyar5PJ7oxhUKCgpw++23Y+TIkfjoo488K/R1gNJ6EQY7qamp5s+0Wi169OiBixcvelJ0v4eHbqqrqzFx4kSEh4dj8+bN0Gg0VvcpLi62k1taWuqW7SkBOXaE4jDGsGDBAmzatAk7duxASkqK1fcpKSmIi4tDVlaW+bPGxkbs2rULo0aNAgAMGTIEGo3G6prCwkIcO3bMfM3KlStx+PBh5ObmIjc3F9u2bQMAbNiwAW+++abS1fQ5vKWXuro6AIBabd3cqNVqc2SCsIaHbuRy5coVjB07FoMHD8batWvt9ES04S29DBkyBFqt1ipdR1NTE86fP4/k5GTPK+KH8NKNwWBAeno6goKCsGXLFgQHB1vdZ+TIkaiqqsK+ffvMn/3222+oqqpy2fYUw7t7NYjrkSeffJLp9Xr2008/scLCQvNfXV2d+Zq33nqL6fV6tmnTJnb06FH24IMPsvj4eGYwGMzXzJs3jyUmJrLt27ezQ4cOsXHjxrEbb7yRNTc3i8rNz8+nXbEO8JZeSktLWefOndnMmTNZbm4uO3XqFHvhhReYRqNhubm5Xq+3L8BLN4WFhSwnJ4etWbPGvDM5JyeHlZeXM8ZMO5h79erFxo0bxy5fvmwli7DHW3phjLFnnnmGde3alX3//fcsLy+PzZkzh8XExLCKigqv1tlX4KEbg8HAhg8fzgYMGMB+//13q/tY9jMTJ05kAwcOZNnZ2Sw7O5sNGDCATZkyxet1loIcO0JxAIj+rV271nyN0WhkixcvZnFxcUyr1bLbbruNHT161Oo+165dYwsWLGBRUVEsJCSETZkyhV28eFFSLjl2jvGmXvbv38/S09NZVFQU0+l0bMSIEWzbtm3eqKZPwks3ixcvdniftWvXSsoi7PGWXhhjrLGxkT3//PMsJiaG6XQ6Nn78eHbs2DEv1dT34KEbIf2M2F9+fr75uvLycjZ79mym0+mYTqdjs2fPlpVKyFuoGGOMX/yPIAiCIAiCaC9oMQVBEARBEISfQI4dQRAEQRCEn0COHUEQBEEQhJ9Ajh1BEARBEISfQI4dQRAEQRCEn0COHUEQBEEQhJ9Ajh1BEARBEISfQI4dQRAEQRCEn0COHUEQBEEQhJ9Ajh1BEARBEISfQI4dQRAEQRCEn0COHUEQBEEQhJ9Ajh1BEARBEISfQI4dQRAEQRCEn0COHUEQBEEQhJ9Ajh1BEARBEISfQI4dQRAEQRCEn0COHUEQBEEQhJ9Ajh1BEARBEISfQI4dQRAEQRCEnxDY3gXwB4xGIwoKCqDT6aBSqdq7OARBEARB+BGMMVRXVyMhIQFqteOYHDl2HCgoKEBSUlJ7F4MgCIIgCD/m0qVLSExMdHgNOXYc0Ol0AEwPPCIiop1LQxAEQRCEu2SdKMLCDYfBbD4X5uPevf9GTEiN82qZDAYDkpKSzP6GI8ix44Aw/RoREUGOHUEQBEH4KC1GhmU790OlDYXYwioVgGU7L2HGsN4IUHt/6ZWc5V60eYIgCIIgCALAvvwKFFbVS37PABRW1WNffoX3CuUi5NgRBEEQBEEAKKmWdurcua49IMeOIAiCIAgCQIwumOt17QE5dgRBEARBEACGpUQhXh8sur4OMK2xi9cHY1hKlDeL5RLk2BEEQRAEQQAIUKuweGoqANg5d8K/F09NbZeNE3Ihx44gCIIgCKKViWnx+OA/BiNObz3dGqcPxgf/MRgT0+LbqWTyoHQnBEEQBEEQFkxMi8eE1Djsy69AUdU1VNQ2IipcC31IEFqMrENH7MixIwiCIAiCsCFArULVtUa88/0pqxQo8fpgLJ6a2mEjd9f9VOySJUugUqms/uLivJtRmiAIgiCIjkXmsUI8+eUhu7x2RVX1ePLLQ8g8VthOJXMMRewA3HDDDdi+fbv53wEBAe1YGoIgCIIg2pMWI8Pfvj1hd6wYYEpSrALwt29PYEJqXIebliXHDkBgYCBF6QiCIAiCAODaCRQje3b2XsFkcN1PxQLAmTNnkJCQgJSUFDzwwAM4d+6cw+sbGhpgMBis/giCIAiC8A98+QSK696xGz58OD7//HN8//33WLNmDYqKijBq1CiUl5dL/mbp0qXQ6/Xmv6SkJC+WmCAIgiAIJfHlEyhUjDGxKeTrltraWvTs2RMvvfQSFi5cKHpNQ0MDGhoazP82GAxISkpCVVUVIiIivFVUgiAIgiAUoMXIcMvbO1BUVS+6zk4FU1673X8e55U1dgaDAXq9Xpafcd1H7GwJCwvDgAEDcObMGclrtFotIiIirP4IgiAIgvAPfPkECnLsbGhoaMDJkycRH98x89MQBEEQBKE8vnoCxXW/K/aFF17A1KlT0a1bN5SUlOCNN96AwWDAww8/3N5FIwiCIAiiHbE8gaKkuh4xumAMS4nqkJE6AZ9z7I4cOSL72oEDBzq95vLly3jwwQdRVlaGLl26YMSIEdi7dy+Sk5M9KSZBEARBEH5AgFrV4VKaOMLnNk+o1WqoVCowxqBSOfaYW1pavFImVxY1EgRBEARBuIJfb57Iz8/HuXPnkJ+fj40bNyIlJQWrVq1CTk4OcnJysGrVKvTs2RMbN25s76ISBEEQBEF4FZ+birWcIr333nuxcuVK3HXXXebPBg4ciKSkJPz1r3/FjBkz2qGEBEEQBEEQ7YPPOXaWHD16FCkpKXafp6Sk4MSJE+1QIoIgCIIg/JEWI/OJTRQ+7dj1798fb7zxBj755BMEB5u2Izc0NOCNN95A//7927l0BEEQBEH4A5nHCvG3b09YnR8brw/G4qmpHS7tic9tnrBk3759mDp1KoxGI2688UYAwOHDh6FSqbB161YMGzbMK+WgzRMEQRAE4Z9kHivEk18esjuBQojVeSOnnSt+hk87dgBQV1eHL7/8Enl5eWCMITU1FbNmzUJYWJjXykCOHUEQBEH4H8LRYpaROku8dbSYK36GT0/FAkBoaCgef/zx9i4GQRAEQRB+xr78CkmnDgAYgMKqeuzLr+gwue58zrHbsmULJk2aBI1Ggy1btji8dtq0aV4qFUEQBEEQ/kZJtbRT58513sDnHLsZM2agqKgIMTExDtOZqFQqryUoJgiCIAjC/4jRBTu/CMD5sjqFSyIfn0tQbDQaERMTY/5/qT9y6giCIAiC8IRhKVGI1wfD2eq5FdtPI/NYoVfK5Ayfc+yccfXq1fYuAkEQBEEQfkCAWoXFU1PtdsSK8bdvT6DF2P77UX3asXv77bexYcMG87/vvfdeREVFoWvXrjh8+HA7lowgCIIgCH9gYlo8nhvf2+E1lpso2hufduxWr16NpKQkAEBWVha2b9+OzMxMTJo0CS+++GI7l44gCIIgCH+ge7S8FGodYROFz22esKSwsNDs2G3duhX33Xcf0tPT0b17dwwfPrydS0cQBEEQhD8gdxOF3OuUxKcjdpGRkbh06RIAIDMzE+PHjwcAMMZo8wRBEARBEFxwtolCBdMRY8NSorxZLFF82rGbOXMmZs2ahQkTJqC8vByTJk0CAOTm5qJXr17tXDqCIAiCIPwBYRMFADvnTvj34qmpip4+IRefnopdvnw5unfvjkuXLuGdd95BeHg4ANMU7fz589u5dARB8KLFyLAvvwJFVddQUduIqHAt4iJMo2NPG1Lh3iXV9YjR8bknQRD+x8S0eHzwH4Pxt29PWJ1GEacPxuKpqYqfFysXnz8rtiPQnmfF2nZKQ5IjcfBCpeS/qdOShmcHT84CH1qMDO/v+B1rf83H1WtNdt/He9igZh4rtGuk9cGBmJAai9G9u3jkPPrzO0C20r7QM2tf2uP5u+Jn+Lxj98UXX2D16tU4d+4csrOzkZycjBUrViAlJQXTp0/3Shnaw7GT6vBUgFW+Hdt/e9oRWsq3jKB0Cg3C1TrlIykAPDYosftmnSiy6+A7hWjw6OjuWDCut0syxJwFXs+9vfFmg5Z5rBAvbzqKq3X2Dp0lKgD/nHUTIsO0DstlW/aymgY89VWO03K4ozveDqOS9uaqTsXq5i1bcaWs/uj8SLX7cRFaPDisG7pHh3lU147yzJSM0Psq141j98EHH+A///M/8eyzz+LNN9/EsWPH0KNHD6xbtw6fffYZdu7c6ZVyuOrYefrSyu3wxBDu/sF/DHapo7Is86+/lyHrZAmqRCIoAkLjPCE1TrKhcNRZXSyvw1f7LqLI0Nbgh2sDwBhQ29hiJ0dOXaQaxVCNGnVNRsnfdQrV4K2ZAxzKEOryw/FCrN1zQfK658b3xpNje+HghUqn+pfj2AoRWbFnGBOuBVRAWU2DS420pdzoMNM9Sgz1onp3t0N3RuaxQsz78pDs68UGMH+d3B+RYVrZ76yz+zuyGVv7+PehK07vKefZOYtYCoh17ACctjPOnDThHnKdYTFbkbLzixV1+Cxb2laevaMXUrqEm9/zD346a/ccbO1fkJV1ogj/L7cAFbWN5msFx3pkz2hcrWsrh63NGBnDb/nlAFQY2bMzRvTo7PTdFmvTBfsrMdRbPX9bm5XT/gvvweqfz6Ku0fnGwKgwDabfmIDEyFDZgwBHgxGpZyb2DOX2ZVLPbP/5Cqzbc170fXdlcOQNJ9WbjvB149ilpqbi73//O2bMmAGdTofDhw+jR48eOHbsGMaOHYuysjLZ91q1ahX+8Y9/oLCwEDfccANWrFiBW2+9VdZvXXngYsYjIGek6sxxkEtUmAa//vkO5F666tRJuHz1Gv7XppGUS6dQjZUDKjQ41fXNHnW0AoIJ2UZsLKego8NMjcVHv5yT1ShKyRHr2OV2vLb3EjM6S/2LvSdijq3UvcSICtPgjelpuGtggl0dXHHaxQjRqDF5QDyXBrex2YgRS390631TChVM62h2/3mcnfPtqv5tCQ0KwBO39TA7eJbOydcHLqOmodmte6pVKtHfCu+Z0QjM/x9p51kbqEagWmX1vsll1aybcNfABIftHQ8sB6oAFJHVKVSDv89IE21f3LEZOfZva5PbjhW53XY5kgO0vcPLt5/mcn9bGWKOffZZzwZaYnIEpGyS9yDU3ZkZd53B68axCwkJQV5eHpKTk60cuzNnzmDgwIG4du2arPts2LABGRkZWLVqFUaPHo3Vq1fj448/xokTJ9CtWzenv5f7wDOPFeLJLw857YiFRtHyd0o0WM6mbX0Jb9QlKkyDV+9KNY9Qs8/ybXAFxvaJxk+n5Q9KXGVc32iM7tWFawNri1QESazBtYwKZJ8tw/8dK3LLmfAG/5ozHKN7R7scQZFDp1AN7h+aiC2HCxVzhCxR0t7VKuCxUSn4+Nd8hSRY4yzqzhsln93cW1Ow9Yiy74CwfOFMSS0+3X0OVfWuDx7kyHj8thSvvM+PjkpGYmQoLl+9hm+cDIbkzMA4Q6ovF5sRczZwljvrdN04dqmpqVi6dCmmT59u5ditXLkS69atw6FD8qZyhg8fjsGDB+ODDz4wf9a/f3/MmDEDS5cudfp7OQ+8xchwy9s7ZL/gdw/uilGtHZ2caR2C6MiEawPQ1MLQ0Oy9zlcJQgLVGJTUCYevVHF36AmC8B62ARS5OOvLLaP7Ymu3xa4HnC+PcsWx8+l0Jy+++CL+9Kc/ob6+Howx7Nu3D1999RX+/ve/45NPPpF1j8bGRhw8eBAvv/yy1efp6enYs2ePS+Wpra1FQECA6Hf7zle6NGrZeOgKNpJDR/gJNQ3+4QRdazYiuwOcBUkQhGcs+CoHyxoacGdqjEu/c9aXC2fGvvv9cazadcFpZJfB5Nwt2XIco5J1ktOytbW1ssvo047do48+iubmZrz00kuoq6vDrFmz0LVrV7z33nuy18eVlZWhpaUFsbGxVp/HxsaiqKhI9DcNDQ1oaGgw/9tgMAAAEhKkvf/Q/rehy7SXZJWJIAiCIAjlMDLguX8fR+n/m41rp7Nl/05uX74y8yjUwTqoVM7XzzEARYYGxNwwCg2XjsouixQ+ffIEAMydOxcXLlxASUkJioqKsG/fPuTk5Lh88oTtw2eMSSpk6dKl0Ov15j/hvFpHtNRUulQegiAIgiCUJeqOxwGVfFdIbl8eEBIhy6mz+k14pEvXS+GTjt3Vq1cxe/ZsdOnSBQkJCVi5ciWioqLwz3/+E7169cLevXvx6aefyrpXdHQ0AgIC7KJzJSUldlE8gUWLFqGqqsr8J5xXW1BQgJqaGtG/kuN7EKvTelZxgiAIgiC4oFKpEBjRBTuOXpDsu6X6ciWSmmz95l+ScgsKCmTfxyenYl955RX8/PPPePjhh5GZmYnnnnsOmZmZqK+vx7Zt2zBmzBjZ9woKCsKQIUOQlZWFP/zhD+bPs7KyJBMca7VaaLX2TlpYWBjCwsIkZf1t+g2ydsXywJd3uBKEGJGhgdAGBqLYUK/Iu90pJBCPjk5BY7MR//zprAISCILoiBiaVA77bluEvpwn8fpg3Na/q3SaqBb565R90rH77rvvsHbtWowfPx7z589Hr1690KdPH6xYscKt+y1cuBAZGRkYOnQoRo4ciY8++ggXL17EvHnzuJZb6pw5Hrz/wCB01gWL5nE7X1bHNUeRJfrgQIzvH4PteaXcU2YojTec306hGjQ2G2kHpYeoACydORAA8OSXhzzSne1vbfNbtRgZNuVc4WKjYomSPUmRI6SGCdMGOkzu6y1Cg9Soa+Sz01mtMq174k1oUIDf2V9YUABu7xeDA+crrZK4O8pf6IvogwORGh+BE0XVivYvMbpgl64X+vJXNh9FRa3n5VIBWDw1lVtyY59Md6LRaHDhwgXzZoXQ0FDs27cPaWlpbt9z1apVeOedd1BYWIi0tDQsX74ct912m6zfunvyBI9kw3Jz4HhyWoWAZTZz2wzjcnP0iWGbx0wsz4/QOWadKMKnv553uw5AW0cudgJETLgWz39z2O2oUKhGjbtsEvUC4vnbPMm9Zeuc2GaIjwrX4kJZLT7fe8HtRL+dQjR4eFQyhqV0Fs2eL3YSgBJEhmqw1CLvlNRpCbf0jrbr6MTeWTnnJ7t68oWAmP7Fjjb787+P4N+HLsu6pwrAI6O6I/2GOKenRti+F7rgAFTXy3NqhIhl1bUmu1MbHDnD7+84g+Xbz8iSAQAPj+yGblFhdqcViCUVlzqBQC6rZt2EO9PiRU++kDp5ornFiD99dcitndyWJyNYnjwhlr/MHfsXG4RInU5TVHUNZTUNeH/nWZecoshQDd5sTcjs7JkJ/40I0eC1rSdQ7UY+PLFnZntaTouRYe/Zcsz/n0PcHTy1Cnj/wcG4a6Dree0251zBcxtyPZJv275J4fd57IQ1cV26dAEA6HQ6HDlyBCkpKe1SHk/OinXH4bpncFe3z5uUc76smJMgR5azUzUsIxeuHqVl+b0jOWIdkOCcyD1aS3BSAflRIbnHQ8k5o9YWy2cnFpF1VCdHRyzZ4s5Zpp40uM6ibo6eqdQ7wvOIH1dsMywoAI9bnB7hjBYjw+i3dlg5oVI4yrdlW1/b92JIciTG/GMniqqkByoqAM/c0RtP3dFWdmf3tT0aUE5d3Dlz1/Z4O7mDLk/PZpbbBnh6xFXWiSKn75i77b1tXZw9M1ffYXflCI69O+e/ytVLVJgGfxjUFeNT42SdCe3syEApss+W48E1e136jYCrJ2H4vWOnVqsxadIk8zq3b7/9FuPGjbObI9+0aZNXyuOJYwfIP5aI10HyrjTa7t5b6cObpeTwqouY8+jO+Yvu1IXnvb0lxxVnWCpiqlS9PcGZbXpyTJGzZyZ3JO+pHHcTtboi47nxvbkc5eRMzqOjkpF+QzyXd0esDRA7UcVTOVLvGK/2HnA8GOZ51Ja7R2Z6KsOZg73tSAEWfJUjOdUvdWSgM1w9eEDgr5P745HRKS7J8nvH7tFHH5V13dq1axUuiQlPHTsBb3XwhDy8ecCzPyB1dqJttNEXn6NSAxapaWWeZ1pKyeHpOHhLhjflAN5tA5SW1d6Dbp5yXH1WciNrX80dgZE9O7tUFleXbcS74UAC14Fj19Hg5dgRhK9DzrDreOuZeUOOP9WF8B/+N/cKnlmf6/S6x0Z3x39OvcHl+7/+7XF8InPt94duTPkC19GRYgRBdCwC1CqXR7zXO956Zt6Q4091IfwHubteP/31PIalRLnseI1PjZPl2D03vg/3qLIYPpmgmCAIgiAIQg7DUqIQr3fu3KkA/O3bE2hxMe+OcH9HMeO4CC0WjHPtRCx3IceOIAiCIAi/JUCtwuKpqU6vYwAKq+qx92w5ss+W439zryD7bLlTR8/y/rbOnar1b8m0G7y2XIDW2HGA1tgRBEEQRMdG7lo426TWruSLVWpjD22e8DLk2BEEQRBEx8bdvHNCnE1OrjulNvbQ5gmCIAiCIAgLhLVwruadY2hbfzchNc6ho9YRNvbQGjuCIAiCIPweuWvtxBDW3+3Lr+BbKAUgx44gCIIgiOuCiWnxmDO6u9u/L6l2LdrXHpBjRxAEQRDEdcP41Di3fys3J157Qo4dQRAEQRDXDXLyzokRrzdthujokGNHEARBEMR1g7tr7RZPTfWJo+vIsSMIgiAI4rpiYlo8PviPwYgK08i63lvHgfGA0p1wQEgFaDAY2rkkBEEQBEHIYVS3MPzwp2G4479+QmVdk+R1MbogPDQ0pl37eEG2nNTDlKCYA5cvX0ZSUlJ7F4MgCIIgCD/m0qVLSExMdHgNOXYcMBqNKCgogE6ng0rV8efffQmDwYCkpCRcunSJTvXoYJBuOiakl44L6aZj4gt6YYyhuroaCQkJUKsdr6KjqVgOqNVqpx404RkREREd1uCud0g3HRPSS8eFdNMx6eh60ev1sq6jzRMEQRAEQRB+Ajl2BEEQBEEQfgI5dkSHRqvVYvHixdBqte1dFMIG0k3HhPTScSHddEz8TS+0eYIgCIIgCMJPoIgdQRAEQRCEn0COHUEQBEEQhJ9Ajh1BEARBEISfQI4dQRAEQRCEn0COHaE4S5cuxc033wydToeYmBjMmDEDp06dsrqGMYYlS5YgISEBISEhGDt2LI4fP251TUNDA5566ilER0cjLCwM06ZNw+XLl0VlNjQ0YNCgQVCpVMjNzVWqaj6NN/Vy+vRpTJ8+HdHR0YiIiMDo0aOxc+dOxevoq/DSzUcffYSxY8ciIiICKpUKV69etfr+/PnzmDNnDlJSUhASEoKePXti8eLFaGxsVLqKPom39CLw3XffYfjw4QgJCUF0dDRmzpypVNV8Hh66qaiowFNPPYW+ffsiNDQU3bp1w9NPP42qqiqr+1RWViIjIwN6vR56vR4ZGRmSOmwPyLEjFGfXrl3405/+hL179yIrKwvNzc1IT09HbW2t+Zp33nkH7777Lt5//33s378fcXFxmDBhAqqrq83XPPvss9i8eTPWr1+P3bt3o6amBlOmTEFLS4udzJdeegkJCQleqZ+v4k29TJ48Gc3NzdixYwcOHjyIQYMGYcqUKSgqKvJqnX0FXrqpq6vDxIkT8corr4jKycvLg9FoxOrVq3H8+HEsX74cH374oeT11zve0gsAbNy4ERkZGXj00Udx+PBh/Prrr5g1a5ai9fNleOimoKAABQUFWLZsGY4ePYp169YhMzMTc+bMsZI1a9Ys5ObmIjMzE5mZmcjNzUVGRoZX6+sQRhBepqSkhAFgu3btYowxZjQaWVxcHHvrrbfM19TX1zO9Xs8+/PBDxhhjV69eZRqNhq1fv958zZUrV5harWaZmZlW99+2bRvr168fO378OAPAcnJylK+UH6CUXkpLSxkA9vPPP5uvMRgMDADbvn27N6rm87ijG0t27tzJALDKykqnst555x2WkpLCrez+jFJ6aWpqYl27dmUff/yxouX3ZzzVjcDXX3/NgoKCWFNTE2OMsRMnTjAAbO/eveZrsrOzGQCWl5enUG1cgyJ2hNcRwtpRUVEAgPz8fBQVFSE9Pd18jVarxZgxY7Bnzx4AwMGDB9HU1GR1TUJCAtLS0szXAEBxcTHmzp2LL774AqGhod6ojt+glF46d+6M/v374/PPP0dtbS2am5uxevVqxMbGYsiQId6qnk/jjm48kSXIIRyjlF4OHTqEK1euQK1W46abbkJ8fDwmTZpkN6VLSMNLN1VVVYiIiEBgYCAAIDs7G3q9HsOHDzdfM2LECOj1eo9tjxfk2BFehTGGhQsX4pZbbkFaWhoAmKfjYmNjra6NjY01f1dUVISgoCBERkZKXsMYwyOPPIJ58+Zh6NChSlfFr1BSLyqVCllZWcjJyYFOp0NwcDCWL1+OzMxMdOrUSeGa+T7u6sYdzp49i/feew/z5s1zv8DXCUrq5dy5cwCAJUuW4C9/+Qu2bt2KyMhIjBkzBhUVFZxq4L/w0k15eTlef/11PPHEE+bPioqKEBMTY3dtTExMh1laEtjeBSCuLxYsWIAjR45g9+7ddt+pVCqrfzPG7D6zxfKa9957DwaDAYsWLeJX4OsEJfXCGMP8+fMRExODX375BSEhIfj4448xZcoU7N+/H/Hx8fwq4ofw1o0UBQUFmDhxIu6991788Y9/dOse1xNK6sVoNAIAXn31Vdx9990AgLVr1yIxMRHffPONlaNB2MNDNwaDAZMnT0ZqaioWL17s8B6O7tMeUMSO8BpPPfUUtmzZgp07dyIxMdH8eVxcHADYjXZKSkrMo6u4uDg0NjaisrJS8podO3Zg79690Gq1CAwMRK9evQAAQ4cOxcMPP6xYvXwdb+hl69atWL9+PUaPHo3Bgwdj1apVCAkJwWeffaZk1XweT3TjCgUFBbj99tsxcuRIfPTRR54V+jpAab0Ig53U1FTzZ1qtFj169MDFixc9Kbrfw0M31dXVmDhxIsLDw7F582ZoNBqr+xQXF9vJLS0tdcv2lIAcO0JxGGNYsGABNm3ahB07diAlJcXq+5SUFMTFxSErK8v8WWNjI3bt2oVRo0YBAIYMGQKNRmN1TWFhIY4dO2a+ZuXKlTh8+DByc3ORm5uLbdu2AQA2bNiAN998U+lq+hze0ktdXR0AQK22bm7UarU5MkFYw0M3crly5QrGjh2LwYMHY+3atXZ6Itrwll6GDBkCrVZrla6jqakJ58+fR3JysucV8UN46cZgMCA9PR1BQUHYsmULgoODre4zcuRIVFVVYd++febPfvvtN1RVVblse4rh3b0axPXIk08+yfR6Pfvpp59YYWGh+a+urs58zVtvvcX0ej3btGkTO3r0KHvwwQdZfHw8MxgM5mvmzZvHEhMT2fbt29mhQ4fYuHHj2I033siam5tF5ebn59OuWAd4Sy+lpaWsc+fObObMmSw3N5edOnWKvfDCC0yj0bDc3Fyv19sX4KWbwsJClpOTw9asWWPemZyTk8PKy8sZY6YdzL169WLjxo1jly9ftpJF2OMtvTDG2DPPPMO6du3Kvv/+e5aXl8fmzJnDYmJiWEVFhVfr7Cvw0I3BYGDDhw9nAwYMYL///rvVfSz7mYkTJ7KBAwey7Oxslp2dzQYMGMCmTJni9TpLQY4doTgARP/Wrl1rvsZoNLLFixezuLg4ptVq2W233caOHj1qdZ9r166xBQsWsKioKBYSEsKmTJnCLl68KCmXHDvHeFMv+/fvZ+np6SwqKorpdDo2YsQItm3bNm9U0yfhpZvFixc7vM/atWslZRH2eEsvjDHW2NjInn/+eRYTE8N0Oh0bP348O3bsmJdq6nvw0I2QfkbsLz8/33xdeXk5mz17NtPpdEyn07HZs2fLSiXkLVSMMcYv/kcQBEEQBEG0F7SYgiAIgiAIwk8gx44gCIIgCMJPIMeOIAiCIAjCTyDHjiAIgiAIwk8gx44gCIIgCMJPIMeOIAiCIAjCTyDHjiAIgiAIwk8gx44gCIIgCMJPIMeOIAiCIAjCTyDHjiAIgiAIwk8gx44gCIIgCMJPIMeOIAiCIAjCT/j/zwqu1bUwca0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pandas_datareader.data.DataReader(['UNRATENSA'], data_source='fred', start='08-01-2000', end='08-01-2021')\n",
    "df = df.dropna()\n",
    "\n",
    "# deal with missing values\n",
    "df['UNRATENSA'].interpolate(inplace=True)\n",
    "\n",
    "res = sm.tsa.seasonal_decompose(df['UNRATENSA'])\n",
    "\n",
    "# generate subplots\n",
    "resplot = res.plot()\n",
    "\n",
    "res.resid\n",
    "res.seasonal\n",
    "res.trend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "93d71504-4162-46e5-847a-9b78632d11f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%% Original data\n",
    "\n",
    "fig, axs = plt.subplots()\n",
    "\n",
    "df['UNRATENSA'].plot()\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Original')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8b6f497d-490a-45ec-b57c-afae2d42e2ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%% plot trend on top of original curve\n",
    "\n",
    "df['UNRATENSA'].plot()\n",
    "res.trend.plot(color = 'r')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Trend')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6f56beea-da3c-466a-9a4a-61e9ac4db277",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%% plot seasonal component\n",
    "\n",
    "fig, axs = plt.subplots()\n",
    "\n",
    "res.seasonal.plot()\n",
    "plt.axhline(y = 0, color = 'r')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Seasonal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8a50ff3b-167e-45c8-96c7-35433c4aab92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%% plot irregular\n",
    "\n",
    "fig, axs = plt.subplots()\n",
    "\n",
    "res.resid.plot()\n",
    "plt.axhline(y = 0, color = 'r')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('irregular')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
